20 self-paced sessions with LIVE coding
~40 hours of hands-on training
which means you'll follow comprehensive step-by-step live coding guidance and understand every single line of code
Lifetime access
.webp)
.png)
Become a TOP Data Scientist who deploys End-to-End ML Systems in just 6 weeks
My 6-week program gives you 40 hours of LIVE hands-on training, LIFETIME ACCESS to videos, project code, support and a community, so you can build Production MLOps skills and a personal brand that companies compete for.
%20(1).png){kind=small}
100% Guarantee of Deployment
30-Day Money-Back Guarantee
No MLOps Experience Required
%20(1).png)
.png)
How to go from Notebooks to deploying end-to-end ML systems in just 8 weeks
Build and deploy production ML systems that deliver business impact, even if you never deployed anything and hate MLOps
Join to build real-world ML systems
Join to build real-world ML systems
Is this your ML career reality?
You struggle to turn Notebooks into Production ML Systems.
You lack MLOps skills that employers expect in job postings and interviews.
You learn MLOps tools but can't connect them into End-to-End ML Systems.
➜
You struggle to turn Notebooks into Production ML Systems.
➜
You lack MLOps skills that employers expect in job postings and interviews.
➜
You learn MLOps tools but can't connect them into End-to-End ML Systems.
My 8 years in the industry and 3 years of ML career coaching have shown that nearly 90% of Data Scientists face these exact challenges.
But the problem is NOT you.
It's the traditional ML and MLOps courses split:
- ML courses focus only on model building.
- MLOps courses go straight to Kubernetes.
You simply can't find a clear roadmap that connects all the dots from raw data to production.
In the end, you get ghosted by recuiters because you don't have a project that truly demonstrates your Production ML skills.
Which makes your career opportunities extremely limited...
You’re about to discover the overlooked method that unlocks a real deployed ML solution and transforms your “toy project” anxiety into undeniable career confidence.
It's the traditional ML and MLOps courses split:
- ML courses focus only on model building.
- MLOps courses go straight to Kubernetes.
You simply can't find a clear roadmap that connects all the dots from raw data to production.
In the end, you get ghosted by recuiters because you don't have a project that truly demonstrates your Production ML skills.
Which makes your career opportunities extremely limited...
You’re about to discover the overlooked method that unlocks a real deployed ML solution and transforms your “toy project” anxiety into undeniable career confidence.
Is this your current career reality?
Every successful Data Scientist I know feels this too.
If you think you're the only one, if you think you're alone.
If you're looking around on LinkedIn wondering how everyone else is building real ML stuff and has successful careers.
When really, behind the curtain, what you don't know is that EVERYONE is as scared and uncertain as you are.
And in the face of such uncertainty, it can be easy to think that you're the problem.
That you're not smart enough to deploy real production ML systems.
That you'll never understand how all these pieces connect together.
And that if you study more and take the courses you have wanted to take for months.
It will finally fill your gaps and resolve all of your doubts.
But here's the reality about learning End-to-End ML...
Still Stuck in Notebooks, Overlooked by Recruiters, and Watching Your Confidence Erode?
Don’t give up…
Because there’s a proven, step-by-step Accelerator ML System - devised by Timur, a Principal Data Scientist with $100M+ impact with Production-grade ML Systems,
It's designed to get you deploying live, end-to-end ML systems in just 6 weeks. I know… it sounds too good to be true.
Most people don’t know what actually convinces recruiters, so they waste years on scattered tutorials and empty certificates.
I’ve distilled everything into a science so you ship production ML, upgrade your profile, and earn interviews - guaranteed - while outperforming "Do It Yourself" conventional courses approach by a mile.
Because there’s a proven, step-by-step Accelerator ML System - devised by Timur, a Principal Data Scientist with $100M+ impact with Production-grade ML Systems,
It's designed to get you deploying live, end-to-end ML systems in just 6 weeks. I know… it sounds too good to be true.
Most people don’t know what actually convinces recruiters, so they waste years on scattered tutorials and empty certificates.
I’ve distilled everything into a science so you ship production ML, upgrade your profile, and earn interviews - guaranteed - while outperforming "Do It Yourself" conventional courses approach by a mile.
%201-Day%20Free%20Bootcamp%20Slides%20(1)%20(1).png)
%20(1).png)
If You’ve Tried Free Tutorials, Collected Certificates… and Still Aren’t Landing Interviews, Read This…
No more wasted weekends, no black hole applications. Just doors opening faster than you ever thought possible - all thanks to one strategic shift others never make. This what you can achieve in just 6 weeks:
Building production-grade ML Systems with ease
You finally ENJOY building End-to-End ML systems. Everything just clicks, links into a clear picture and opens endless opportunities for growth.
Growing authority in your current role
You take ownership of the full ML lifecycle, impressing your manager, earning your team's respect, and confidently leading MLOps discussions that accelerate your path to promotion.
Getting 2x more job opportunities
You're no longer skipping roles that require MLOps skills. You now apply to at least 2x more roles with confidence and get more interviews because your skillset truly stands out.
Having companies compete for your talent
You get calls from Hiring Managers and hear "We need more people like you" because your LinkedIn profile and portfolio work for you while you sleep.
Click to join the Program now
Introducing the 6-week Production ML and Career Accelerator
The complete program that transforms you into a TOP Data Scientist with End-to-End ML Skills and an Irresistible Profile that get you the best roles.
%20(1)%20(1).png)
All you need to boost your MLOps skills and Career to the next level
Become confident in building End-to-End ML Systems in just 6 weeks
.png)
The course gave me confidence to build real-world production ML projects.
It helped me to understand how real-world machine learning systems are built and maintained.
.png)
Now I know how I can build Production ML Systems.
I can now confidently say that I can deploy and monitor Production ML Pipelines on my own and keep it running reliably.
Today I feel much more confident setting up proper deployment and monitoring.
The program showed exactly how to map business problem all the way through to a deployed monitored solution.
I feel more confident in taking code to production with MLOps practices.
The program helped me to write production ready code and understand how ML systems are built.
Now, I can confidently design end to end ML pipelines with proper monitoring.
I can also explain MLOps maturity to the leadership in a structured way rather than improvising it every time.
If you're looking to get serious about MLOps, this course is well worth your time.
It actually covers the complete ML lifecycle from initial data preparation to the full deployment.
Access 3 LINKED Bootcamps.
Build End-to-End ML Systems.
Take Control of Your Career.
Three LINKED Bootcamps that builds your skills and profile step-by-step
18 LIVE sessions where you get the real-world ML skills, build an End-to-End ML System and transform your profile step-by-step under guidance.
First, you go step-by-step through 3 Notebooks to extract business value from messy real-world data and build production-ready ML models.
Second, you build an End-to-End ML System with me LIVE, step-by-step, function after function, with full code access, so you have ZERO chance to get stuck.
Then, you learn how to upgrade your CV and LinkedIn to make them stand out.
Finally, you turn everything above into a stand-out personal website, learn how to grow your personal brand and how to land more interviews & roles.
All the steps are supported by the bonus materials with all the required templates which means you'll easily implement everything.
You get complete online chat support, so you get prompt answers to any questions and resolve any confusions that you might have.
You get FULL LIFETIME access to all recordings, 400+ pages of supporting materials, code & private community, so you can revisit everything anytime.
You walk away feeling accomplished with transformed real-world ML and MLOps skills and a TOP ML profile, which means significantly more career opportunities.
Real-World ML
Week 1
Turn data into business value
Build ML Models that Bring Business Value
- Learn how to build successful ML projects, link ML with business metrics and estimate $ value from deployment
- Set up a scalable project environment with uv + Kedro
- Use Advanced ML for EDA, value discovery and data cleaning
- Develop, evaluate and tune production-ready models with Optuna, CatBoost and PyTorch
- Set up MLflow experiment tracking and model registry
View Week 1 sessions
01
Business Problem, Project Setup & EDA I
02
EDA II & Baseline Model
03
Data Cleaning & Model Selection
04
Tuning, MLflow Tracking & Registry
★★★★★
“It showed exactly how to map business problem all the way through to a deployed monitored solution.”
Gbenga Samuel Adebiyi
Data Scientist
End-to-End MLOps Bootcamp
Week 2
Build your core ML pipelines
Build ML Pipelines from scratch
- Design the Turbine Anomaly Detection ML system and create Feature Engineering pipelines
- Develop the Training Pipeline and learn how to debug Kedro pipelines
- Integrate MLflow into the ML pipelines for tracking and model lifecycle
- Develop the Inference Pipeline and connect the system for inference
View Week 2 sessions
05
ML System Design + Feature Engineering Pipelines
06
Developing Training Pipeline + Debugging Kedro Pipelines
07
Integrating MLflow + Developing Inference Pipeline
★★★★★
“The part I found most valuable was learning how to build training, inference and monitoring pipeline using MLflow and Kedro.”
Sumedh Prasad
Data Scientist
End-to-End MLOps Bootcamp
Week 3
Connect the System End to End
Connect your ML Pipelines, Database and UI end to end
- Build the Data Management Module for the ML system
- Connect ML pipelines and the database into one end-to-end workflow
- Develop application entrypoints for Training & Inference Pipelines
- Develop a multi-page UI application with Dash and connect it to the ML system
View Week 3 sessions
08
Data Management Module
09
Connecting ML Pipelines & Database + Application Entrypoints
10
Developing UI Application with Dash
★★★★★
“I can now confidently say that I can deploy and monitor production machine learning pipelines on my own.”
Isis Paola Núñez Franco
Senior Data Scientist
End-to-End MLOps Bootcamp
Week 4
Make your ML system reliable
Build Monitoring System & Learn Best Coding Practices
- Monitor models and data drift and build real-time data streaming & inference
- Write production-focused tests with Pytest
- Improve Python code quality and auto-formatting with the project tooling
- Set up the Pre-commit framework for automated quality checks
- Build Continuous Integration with GitHub Actions
View Week 4 sessions
11
Model Monitoring & Data Drift + Real-Time Data Streaming & Inference
12
Code Testing with Pytest + Python Code Quality & Auto-Formatting
13
Pre-commit Framework + Building CI with GitHub Actions
★★★★★
“Today I feel much more confident setting up proper deployment and monitoring.”
Gbenga Samuel Adebiyi
Data Scientist
End-to-End MLOps Bootcamp
Week 5
Deploy your complete ML system
Orchestrate Your Solution and Deploy on the Cloud
- Deep-dive into Docker, Docker Compose and Docker Registry
- Deploy to the cloud and build the Continuous Deployment pipeline
- Build ML pipeline orchestration with Prefect
- Dockerize the orchestration layer and connect it to the deployed system
- Complete the final end-to-end production deployment
View Week 5 sessions
14
Deep-Dive into Docker, Docker Compose & Docker Registry
15
Cloud Deployment + Continuous Deployment Pipeline
16
ML Pipeline Orchestration with Prefect
17
Dockerizing ML Pipeline Orchestration + Final Deployment
★★★★★
“This course particularly gave me knowledge on the architecture and the tooling needed to deploy a model. I would recommend this course to any data science professional who wants to upskill in MLOps.”
Vasudev Madasu
Senior DS Manager
Complete Profile Upgrade Bootcamp
Week 6
Fully Upgrade Your Profile and Career
Fully Upgrade Your Profile and turn your skills into opportunities
- Build a CV & LinkedIn that show what yoyou've achieved and make recruiters message you
- Create a portfolio website with your deployed ML system
- Grow your LinkedIn network and generate hundreds of post ideas to build your authority and personal brand
- Get interviews via a proven system through LinkedIn DMs, InMail and referrals
View Week 6 sessions
18
Job Search, CV & LinkedIn
19
Portfolio Website & Outreach
20
LinkedIn Authority & Personal Brand
★★★★★
“The new CV helped me get my current job! Timur used real facts from my experience and framed them in a way that made me feel proud of what I've done.”
Violetta Mishechkina
Machine Learning Engineer
Save Yourself Months (or Years) of Costly Trial and Error and Fast-Track Your Production ML and Career Breakthrough
Bootcamp 1: Real-World ML
In just 1 week, you will:
- Confidently estimate $$$ business impact from messy real-world data
- Have clarity on how to generate $$$ value with robust ML models with ease
- Confidently apply advanced ML to real-world data to uncover insights
- Easily build ML Models that work in Production, not only in Notebooks
Now I feel much more confident in breaking down a problem.
Build and validate a solution in a notebook and then take all the way to production using MLOps best practices.
Bootcamp 2: End-to-End MLOps
In just 4 weeks, you will:
- Confidently build and deploy End-to-End ML Systems FROM SCRATCH for real-world data and business problems.
- Relieve any confusion, anxiety, and fear of End-to-End ML by building ML Solutions that deliver real-world value.
- Confidently apply for DS positions that require MLOps skills.
I have already started using some of the tools and best practices at work.
I would highly recommend this course to anyone with some level of experience in machine learning who wants to develop MLOps skills.
Bootcamp 3: Complete Profile Upgrade
In just 1 week, you will:
- Create an IRRESISTIBLE PROFILE which works for you 24/7
- Become a TOP candidate for most ML Roles
- Use a proven system for getting more interviews for the roles YOU want
- Grow your personal brand on LinkedIn that builds your authority and creates job opportunities
Sabiq Mohamad
Data Scientist
“Timur provided me with a clear roadmap for landing a great job”
Timur's guidance has helped me rethink my future career, and I truly appreciate the knowledge and advice he shared with me.
Build a Real-World End-to-End ML System under guidance
Build a Production-grade ML System, from raw data to orchestration and cloud deployment.
Follow coding steps LIVE, so you'll understand everything and have zero chance to get stuck.
Learn everything you need to confidently apply for most of the DS roles that require MLOps skills.
Deploy the system on the cloud, so you could easily share it and instantly impress Hiring Managers.
Get confident in End-to-End ML and MLOps concepts
Clear any doubts about building Production-grade ML Systems
I have already started using some of the tools and best practices at work.
I would highly recommend this course to anyone with some level of experience in machine learning who wants to develop MLOps skills.
This course particularly gave me knowledge on the architecture and the tooling needed to deploy a model.
I would recommend this course to any data science professional who wants to upskill in MLOps.
This is a really great program for anybody who's trying to understand how to be a fully end-to-end developer.
These are the great building blocks for how you want to position yourself in this current industry.
Build all the pieces of a TOP DS Profile
Step 1 - Full CV Upgrade
How to avoid mistakes that kill your CV
How recruiters and hiring managers skim CVs and how to make them stop skimming and start reading
How to write your CV, so that every word builds trust and authority
How to show your achievements that make you truly stand out
Step 2 - Full LinkedIn Upgrade
How LinkedIn optimization boosts your employment chances
How to make your LinkedIn profile appear in TOP Recruiter Search Results
Detailed breakdown on how to write and optimize your LinkedIn profile to make it work 24/7
Step 3 - Personal Website Building
How to build a killer personal project presentation (and why GitHub repo does not work for it)
How to create your personal website so that it demonstrates your skills and boosts your chances of getting the best ML roles
How to use your upgraded CV, LinkedIn and Website to land more interviews and roles
Step 4 - Personal Brand Building
10 secrets for building of a successful LinkedIn personal brand as a Data Scienitst
A secret tactic to make people visit your profile and add you to their network that 95% of people never use
How to create posts as a Data Scientist that the LinkedIn algorithm loves and pushes to the right audience
How to effortlessly generate hundreds of post ideas to grow your ML personal brand
TOP 11 mistakes people make when posting on LinkedIn and how to avoid them
Step 5 - Effective Job Search
How to efficiently grow your LinkedIn network, find relevant people and make them add you to their contact list
How to use your upgraded CV, LinkedIn and Website to land more interviews and roles
Proven strategies and methods to get interviews via LinkedIn DMs and InMail messages to recruiters, hiring managers and referrals
Over 100 Data Scientists upgraded profiles with me and found new opportunities
Sabiq Mohamad
Data Scientist
“Timur provided me with a clear roadmap for landing a great job”
Timur's guidance has helped me rethink my future career, and I truly appreciate the knowledge and advice he shared with me.
Violetta Mishechkina
Machine Learning Engineer
“The new CV helped me land my current job! Couldn't recommend Timur more!”
Timur was awesome to work with on improving my CV! He used real facts from my experience and framed them in a way that made me feel proud of what I've done.
Eugenii Solovev
Software Engineer
“The results were almost immediate: I got my first response within a day of sending out my updated CV”
By the end of the following week, I had my first interview. I can wholeheartedly recommend Timur to help you create the best view of your experience.
Victor Portnov
Head of Data Science
“The result was an outstanding CV that truly captures my professional achievements”
I was really impressed, and even surprised, at how well my new profile showcased my capabilities. This helped me a lot to focus and make informed decisions about the next steps in my career.
Neelesh Sethi
AI Architect
“Timur's resume review service exceeded my expectations!”
Timur's insights were spot-on, not only for the resume but also for my LinkedIn profile, where he provided targeted feedback to enhance my professional presence.
Himanshu Sharma
Data Scientist/Analyst
“Timur's approach and suggestions made a significant difference in my CV”
Timur's thoughtful approach and valuable suggestions made a significant difference, and I truly appreciate his dedication to helping me present my skills effectively.
Here's what each LIVE session includes
Access to 18 LIVE Sessions and Lifetime Access to Recordings.
Each live session lasts for about 2h.
You'll understand everything during the sessions, because you'll follow step-by-step LIVE coding guidance.
%20(1)%20(1).png)
Real-World ML
(2 weeks, 6 Live Sessions, ~10h)
Week 1
Session 1
Main reasons for ML projects failures and how to avoid them
How to connect ML and business metrics
How to estimate $$$ value from ML projects deployment
Business Problem Formulation for the Acceleration Project
Python Environment Setup with uv and Kedro
Session 2
Data overview and profiling
Exploratory Data Analysis, relationship and data structure discovery
Statistical methods for data cleaning
Outlier removal methods for real-world data
Session 3
Modeling Approach Formulation for the Accelerator business problem
Introduction to Fourier Transform
Data noise filtering with Fourier Transform and other signal processing and statistical methods
Breakdown of multivariate anomaly detection methods
Week 2
Session 4
Framework development for baseline model building
Baseline ML model building - how to do it and which rules to follow
Baseline ML model selection & cross validation
In-depth evaluation of various baseline models
Session 5
Advanced data cleaning, outlier removal and denoising
Data leakage trap detection and how to avoid it
Advanced feature engineering for time series
Robust ML Model Building that works in production
Session 6
MLflow server setup with an SQL database
Neural Network model building with PyTorch
Practical value-driven model selection
Optuna Hyperparameter Tuning of various models
Linking MLflow, Optuna and Experiment Tracking
Final selection of data preprocessing, feature engineering and model type for production deployment
%20(1)%20(1).png)
End-to-End MLOps
(5 weeks, 15 Live Sessions, ~25h)
Week 3
Session 7
End-to-end ML system design of the solution
Introduction to Kedro ML pipelines and framework concepts
Development of a complex Feature Engineering pipeline in Kedro
Introduction to the Pipeline Registry in Kedro
Session 8
Developing a configurable Training Pipeline in Kedro
Implementing fully configurable Hyperparameter Tuning in ML pipelines
Connecting Feature Engineering and Training Pipelines for end-to-end ML model training
Debugging errors in Kedro pipelines with a debugger
Session 9
Developing a configurable Inference Pipeline in Kedro
Integrating MLflow Experiment Tracking into Training and Inference Pipelines
Developing end-to-end integration between MLflow Model Registry and ML pipelines
Connecting all the pipelines together end-to-end to train ML models and perform inference
Week 4
Session 10
Introduction to databases in ML systems
Introduction to the connection between databases and ML applications. Batch and Real-Time Inference.
Breakdown of the data reading and injestion system for the SQL database used in the Accelerator ML System.
Developing a complex Data Management module for training, re-training, and inference pipelines which interacts with an SQL database
Session 11
Connecting ML Pipelines, Data Management Module and Databases into a complete end-to-end system
Breakdown of ML application entrypoints
Developing application entrypoints for the Training and Inference Pipelines
Adapting entrypoints to work under static and dynamic data conditions
Session 12
Introduction to Dash framework for UI applications
Developing a scalable multi-page Dash application
Connecting Dash to Databases and ML Pipelines
Integrating MLflow functionality access into the UI app
Embedding Kedro Pipeline visualization in the UI app
Week 5
Session 13
Introduction to data drift and ML model monitoring
Breakdown of univariate and multivariate data and concept drift
Building a Data Drift Monitoring Pipeline in Kedro
Building end-to-end monitoring and model re-training framework for the Accelerator ML System
Session 14
Building a real-time streaming app and inference data flow to simulate the real-time ML system behavior
Introduction to Python Code Testing
How to write unit tests with Pytest to build reliable ML Systems
How to effectively use Pytest fixtures and conftest to configure complex code testing scenarious
Session 15
Introduction to Python Code Quality and its importance
Learning how to do Linting and Auto-formatting with Ruff to improve Python Code Quality
Learning how to improve Python Code Quality with type checking with Ty
Pre-commit hooks and framework - why you need it, how it works and how to set it up for the accelerator ML system
Week 6
Session 16
Introduction to Continuous Integration (CI): why you need it and how it works
Introduction to the GitHub Actions CI Framework
Building a full CI Pipeline with GitHub Actions for the accelerator ML solution step-by-step
Testing the CI Pipeline with GitHub Actions
Session 17
Breakdown of Docker, Dockerfiles, Docker-Compose, Docker Volumes and Docker Registry
Dockerizing all Kedro ML Pipelines
Dockerizing Dash UI, MLflow, Data Streaming, and Pipeline Visualization Applications
Building the application code Docker Image and pushing it to Docker Registry
Session 18
Introduction to DigitalOcean Cloud
Basic Deployment of the Dockerized Apps
Introduction to Continuous Deployment (CD)
Building a fully automated Cloud Deployment with a CD Pipeline using GitHub Actions
Deploying the entire ML System end-to-end with CI/CD Pipeline, Docker Registry and DigitalOcean Cloud
Week 7
Session 19
Introduction to ML Pipeline Orchestration: what it is and how it works
Introduction to the Prefect Orchestration Framework: tasks, flows, and deployments (static vs dynamic)
Creating Prefect Orchestration for Training, Inference & Monitoring ML Pipelines
Orchestrating ML model re-training based on the monitoring pipeline outputs caused by data drift
Session 20
Dockerizing the orchestration layer
Deploying the final version of the ML solution end-to-end with CD/CD pipeline, Docker Registry and the cloud
Discussing limitations of the accelerator ML system and possible extensions to real-world ML systems
Wrapping up the full development lifecycle that you learned
Session 21
Summarizing the topics and skills that you learned
Building a complete picture of the End-to-End ML System setup developed during the Acceleration Program
Discussing next steps and topics to learn to continue upgrading the skills after the Acceleration Program
%20(1)%20(1).png)
(1 weeks, 3 Live Sessions, ~5h)
Complete Profile Upgrade
Week 8
Session 22
How modern candidate search works
How to improve your chances of getting hired
How recruiters and hiring managers skim CVs and how to make them stop skimming and start reading
Detailed breakdown of how to write a CV that actually works and showcases your achievements in the best possible way
How LinkedIn profile optimization boosts your chances of getting hired
Detailed breakdown of how to write and optimize your LinkedIn profile to make it work 24/7
Next steps to fully upgrade your CV and LinkedIn profile
Session 23
How to build a killer personal project presentation (and why a GitHub repo does not work for it)
Why you should create a personal website and how to build a professional one with a drag-and-drop tool
How to use your upgraded CV, LinkedIn, and website to land more interviews and roles
How to efficiently grow your LinkedIn network, find relevant people and make them add you to their contact list
Strategies and methods to get interviews via LinkedIn DMs and InMail messages to recruiters, hiring managers and referrals
Session 24
Why you should grow your LinkedIn presence and personal brand
10 secrets for building of a successful LinkedIn personal brand as a Data Scienitst
Main LinkedIn post types for technical professionals that build authority and visibility
A secret tactic to make people visit your profile and add you to their network that 95% of people never use
How to create posts as a Data Scientist that the LinkedIn algorithm loves and pushes to the right audience
How to effortlessly generate hundreds of post ideas to grow your ML personal brand
TOP 11 mistakes people make when posting on LinkedIn and how to avoid them
Next steps to grow your LinkedIn presence and personal brand as a Data Scientist
10 FREE Bonuses
$3,000 value
%20(1)%20(1).png)
I made this program super easy to follow and implement.
However, I want to make 100% sure you have ZERO struggles at any part of the program and can implement everything you learned.
That's why I also include 10 completely free bonuses that make sure you:
Start the program seamlessly
Implement everything you learned
Take the next steps and succeed
.png)
Bonus 1 — ML Project Blueprint
Start the Program feeling fully prepared
A self-paced 3-hour course that gets you ready for the Program before it even begins — complete it in 2–3 days.
$200
FREE
Bonus 2 — Next Steps Roadmap
Always know exactly what to learn next
A 12-page roadmap with the exact topics, resources and tools to keep growing after the Program — so you never waste an hour on the wrong thing.
$200
FREE
.png)
Bonus 3 — ML Project Playbook
Fill your portfolio with top-level projects
10 detailed project descriptions (23 pages) and datasets you can build using the Accelerator System code, covering the most common real-world ML systems.
$200
FREE
.png)
Bonus 4 — Professional Website Template
Get your profile live online in 1 hour
A drag-and-drop template designed by a Hiring Manager specifically for ML/DS roles — pre-built with project, portfolio and CV pages. No tools knowledge needed.
$200
FREE
.png)
Bonus 5 — CV Building Playbook
Rewrite your CV into a proven format in 10 minutes
27 pages with a best-performing CV template and Claude prompts (20 pages) that transform your current CV into the result-proven format — in just 10 minutes.
$400
FREE
.png)
Bonus 6 — Personalized CV Review
Be 100% sure your CV is the best it can be
I'll personally review your updated CV with the exact improvement steps — personalized to your experience, made by me, NOT by LLMs. 1,000+ CVs reviewed.
$400
FREE
.png)
Bonus 7 — LinkedIn Optimization Playbook
Build a LinkedIn profile that works for you 24/7
15 pages of section templates, 5 banner templates and Claude adaptation prompts (8 pages) to transform your profile into the result-proven format in 1 hour.
$400
FREE
.png)
Bonus 8 — LinkedIn, Website & Portfolio Review
Make your whole online presence world-class
I'll personally review your new Website, Portfolio & LinkedIn with the exact actions to make them perfect. From a TOP 1-in-1,000,000 LinkedIn profile.
$400
FREE
.png)
Bonus 9 — Outreach Message Templates
Effectively reach recruiters and get more interviews
Ready-to-use LinkedIn & email templates to reach recruiters, hiring managers and referrals — battle-tested for a much higher success rate than average.
$300
FREE
.png)
Bonus 10 — LinkedIn Content Strategy
Grow your LinkedIn presence at lightning speed
My personal content strategy that makes posting effortless + 50 ready-to-use post topics. The exact system behind 600+ posts and 23M+ impressions per year.
$300
FREE
Bonus 1
%20(1)%20(1).png)
Value: $200 → FREE
Problem
"I feel I don't have enough skills to start & complete the Program"
Bonus
My ML Project Blueprint self-paced course (3 hours long) that will prepare you perfectly for the Program.
How this will help you
This will be immediately available once you join the program. You can complete this course within 2-3 days and get yourself ready for the program material.
So, if you feel unsure about whether your current skills match the program prerequisites, I've got you covered!
So, if you feel unsure about whether your current skills match the program prerequisites, I've got you covered!
Bonus 2
%20(1)%20(1).png)
Value: $200 → FREE
Problem
"I finished the program, but I'm stuck again with what to learn next?"
Bonus
A Complete Next Steps Roadmap (12 pages) with the exact topics, resources and tools you need to learn next.
How this will help you
You will be able to take the right next steps and learn the skills that will naturally continue what you have learned in the program.
By learning from the exact resources, you won't miss a single hour learning the wrong things.
By learning from the exact resources, you won't miss a single hour learning the wrong things.
Value: $200 → FREE
Problem
"I built the course project, but how can I find other projects to practice what I learned?"
Bonus
ML Project Playbook with 10 detailed project descriptions (23 pages) and datasets that you can use to build more projects using the Accelerator System code.
How this will help you
This will help you to start using the program code to build new end-to-end ML systems and quickly fill your profile with TOP-level portfolio projects.
The playbook includes the most common real-world ML systems, so it will help you to make your skills and portfolio be as relevant as possible to the current job market.
The playbook includes the most common real-world ML systems, so it will help you to make your skills and portfolio be as relevant as possible to the current job market.
Bonus 4
%20(2).png)
Value: $200 → FREE
Problem
"I learned what a Personal Profile Website should include, but it's too complex for me to build"
Bonus
Professional Website Template designed by me (experienced Hiring Manager) SPECIFICALLY for ML/DS roles that you fill with your profile & deploy online in 1 hour completely FREE.
How this will help you
The professional template already contains the Accelerator Project with a detailed description and links, home page, portfolio list page and the CV page with the updated format.
You will be able to quickly plug your profile info into the template and have it running online within 1 hour completley free.
You'll also be able to easily adjust the template by draging and dropping new components, so no special tools knowledge is required.
You will be able to quickly plug your profile info into the template and have it running online within 1 hour completley free.
You'll also be able to easily adjust the template by draging and dropping new components, so no special tools knowledge is required.
Bonus 5
%20(1).png)
Value: $400 → FREE
Problem
"I learned how to build a strong CV, but struggle to apply it to my own experience."
Bonus
CV Building Playbook with Examples (27 pages), ready-to-use best-performing CV Template and Claude Prompts (20 pages) to transform your current CV into the new result-proven format in just 10 minutes
How this will help you
This will allow you to adjust your current experience based on the program CV format that is proven to perform well.
Within 1 hour, you will create a new, outstanding CV that is way more likely lead to more interviews and job offers.
Within 1 hour, you will create a new, outstanding CV that is way more likely lead to more interviews and job offers.
Bonus 6
.png)
Value: $400 → FREE
Problem
"I implemented CV guidelines and I need a professional review to be 100% sure I have the best possible CV."
Bonus
I WILL PERSONALLY REVIEW your updated CV with the EXACT actions that make sure it's done right.
How this will help you
Having reviewed over 1000 CVs when hiring and 100s of CVs when coaching my clients, I will provide a comprehensive review with all the exact improvement steps.
All advice will be PERSONALIZED to your experience, made personally by me, NOT by LLMs.
All advice will be PERSONALIZED to your experience, made personally by me, NOT by LLMs.
Bonus 7
%20(1).png)
Value: $300 → FREE
Problem
"I learned how to craft a great LinkedIn Profile, but freeze when I craft mine because it's overwhelming"
Bonus
LinkedIn Optimization Playbook (15 pages) with all required section templates, 5 banner templates and Claude adaptation prompts (8 pages) to transform your current profile into the new result-proven format.
How this will help you
This will allow you to adjust your current experience to the program LinkedIn format that is proven to perform well.
Within 1 hour, you will create your new outstanding new LinkedIn profile that will work for you 24/7.
Within 1 hour, you will create your new outstanding new LinkedIn profile that will work for you 24/7.
Bonus 8
.png)
Value: $400 → FREE
Problem
"I built LinkedIn & Website, but I want to be 100% sure it's perfect"
Bonus
I WILL PERSONALLY REVIEW your new Website, Portfolio & LinkedIn with EXACT actions on how to make it perfect.
How this will help you
Having TOP 1 out of 1,000,000 LinkedIn Profiles, I know what an ideal profile must look like.
I can provide a world-class review with the exact steps of how to make it perfect after you update it based on the program guidelines.
All advice will be personalized to your experience, made personally by me, NOT by LLMs.
I can provide a world-class review with the exact steps of how to make it perfect after you update it based on the program guidelines.
All advice will be personalized to your experience, made personally by me, NOT by LLMs.
Bonus 9
%20(1).png)
Value: $300 → FREE
Problem
"I learned how to approach Hiring Managers & Referrals, but I freeze when it's time to write"
Bonus
Ready-to-use LinkedIn & Email Outreach Message Templates to reach recruiters, hiring managers & referrals.
How this will help you
Approaching people when growing your network and looking for a job can feel hard & awkward. Even if you have learned how to do it.
The battle-tested templates will allow you to effortlessly reach recuiters, hiring managers and referrals with a much higher success rate than the industry average.
The battle-tested templates will allow you to effortlessly reach recuiters, hiring managers and referrals with a much higher success rate than the industry average.
Bonus 10
%20(1).png)
Value: $300 → FREE
Problem
"I learned how to be present on LinkedIn, but I'm stuck when I need to write my posts."
Bonus
MY PERSONAL UNIQUE CONTENT STRATEGY that makes crafting LinkedIn posts effortless + 50 ready-to-use LinkedIn post topics
How this will help you
Growing a personal brand is hard and many people freeze when they need to post something online.
I've posted over 600 LinkedIn posts with over 23 million impressions per year. I achieved this using my unique content strategy that makes post idea generation effortless and makes the posts reach a wide audience.
You will be able to do the same, because I will share the exact system you can use straight away, including 50 ready-to-use post topics.
I've posted over 600 LinkedIn posts with over 23 million impressions per year. I achieved this using my unique content strategy that makes post idea generation effortless and makes the posts reach a wide audience.
You will be able to do the same, because I will share the exact system you can use straight away, including 50 ready-to-use post topics.
Join 500+Data Scientists who confidently build Production ML Systems after my programs
Join the Leading End-to-End ML and Career Program
%20(2).png)
$1249 value
(1 week, 4 sessions, 8h)
Unique program that makes ML drive real $$$ value
%20(1).png)
$2499 value
(4 weeks, 13 sessions, 26h)
Complete program that builds real-world ML systems step-by-step
%20(2).png)
$1249 value
(1 week, 3 sessions, 6h)
First-of-its-kind program that transforms your ML career profile
$3000 value
Unique materials that ensure you effortlessly implement everything and make the right next steps
What you will achieve in just 6 weeks
Become a TOP Data Scientist with standout ML and MLOps skills
Confidently build End-to-End Production ML Systems
Feel secure about your career future
Start getting more interviews using a proven system
Feel confident in your job search with an irresistible profile
Easily find $$$ value from data with advanced ML methods
Have a visible personal brand that brings opportunities 24/7
Now I know how I can build Production ML Systems.
I can now confidently say that I can deploy and monitor Production Machine Learning Pipelines on my own — not just building the model, but keeping it running reliably.
Here's what you get when you join
LIFETIME ACCESS to 20 LIVE sessions (~40 hours) with step-by-step guidance from Timur, which ensures you will fully understand how to:
Make Real-World ML models
Build End-to-End ML Systems
Create a TOP-level DS Profile
LIFETIME ACCESS to the project code and 400+ slides with comprehensive explanations of each topic, which means you'll:
Never get lost during the program
Be able to run the code at your own time to understand every line of it
Learn all the concepts in-depth from the unmatched quality materials
LIFETIME ACCESS to all recordings and materials, which means you can come back and learn any part of the course even if you miss the session or want to study after the course is finished.
Live Online Chat Support which means you can ask any questions and resolve any confusion you get about the course material, project code and course organization.
Full Access to the Private Community which means you'll instantly grow your network with like-minded people and continue growing together even when the course is finished.
Full Access to 10 FREE Bonuses ($3000 value), that will make sure you:
Seamlessly start the program
Implement everything you learned
Take the right next steps after the program
My personal review of your updated profile, website, CV and LinkedIn with the exact steps of how to improve them further.
My 100% Unconditional No-Hassle 30-day Money-Back Guarantee
I am confident that you'll love this program and it will completely transform your skills and career... but I want to make it 100% no-risk investment for you.
That's why I offer a 30-day 100% Unconditional No-Hassle Money-Back Guarantee.
And I don't stop here.
I promise you will get rid of any anxiety and confusion about building End-to-End ML systems and finally feel confident about your future with a perfect profile.
There is a reason why my ML systems produced $100mln+ in revenue and why I built a TOP 3 ML LinkedIn brand.
I just know this stuff and I know how to explain it in plain English.
That's how confident I am in the quality of this program.
But, if at any time, you feel this program is not for you, you just drop me a message to timur@maistermind.ai, my LinkedIn or on the course platform, and I will instantly give you a complete refund.
No questions asked.
No questions asked.
There'll be no forms to fill out, nothing to prove or explain. Just one message and it's done.
I want you to feel SO FREAKING GOOD about making this investment in your future. So, if you try it out and it's not for you, then you have absolutely nothing to lose.
Join now and feel confident in your decision with my 30-day no-risk guarantee.
Frequently Asked Questions (FAQ)
Whether you're feeling scared, nervous or skeptical - that's totally okay and totally normal. It's totally right for you to want all of the information before committing and I'm happy to answer your questions.
Dive into the FAQs below, and if you still have questions, drop me a message on timur@maistermind.ai and we'll get you sorted.
If you feel called to do this work and want my support to build End-to-End ML skills, I know I can help.
When does the program start?
It starts on September 21, 2026 and lasts for 6 weeks.
What makes this program so different from other courses?
Most, if not all, other programs that focus on ML modeling, use toy/simple datasets and miss the Production ML part. They might go deep into ML algorithms, but not in how to apply these algorithms to real-world data, not to mention how to deploy them.
Bootcamp 1 "Real-World ML" focuses on how to uncover $$$ business value from real-world, messy data and how to apply data cleaning and modeling to deliver this value. It also shows how to deal with other real-world issues like data leakage and time series denoising.
On the other hand, most MLOps programs assume a very simple ML model and show the deployment part only. Also, many of them miss some important parts of the systems and development, e.g. orchestration, complex ML pipeline structures or clean code writing.
In Bootcamp 2 "End-to-End MLOps", I show how to build and deploy Real-World ML Pipelines, how to configure them properly and apply best Software Engineering Practices through transforming the code and ideas from Bootcamp 1 to production.
Finally, to my knowledge, there are no other programs that teach all the above and then show how to include all this to completely upgrade your profile, as I do in Bootcamp 3 "Complete Profile Upgrade".
I led 4 ML teams, hired tens of Data Scientists, consulted 100s of Data Scientists and built a TOP 3 ML LinkedIn brand. I highly doubt that there're other people with this unique background that allows them to transform candidates' profile to get hired fast.
To sum up, there are simply no other programs that offer you this unique combination that doesn't give just some knowledge, but transforms your career end-to-end.
Does this program fit me?
I know it can be hard to invest in yourself, especially into a program with high commitment.
Of course, I cannot promise that this program fits everyone. That's why I offer a 100% money-back guarantee.
But what I CAN promise is that I always teach stuff that I've personally done, with the highest quality humanly possible.
And this program is not an exception. I've done everything I could to make this not yet another course, but a step-by-step program that will create a new you.
So, as long as you have:
About 2 years of experience in Python
Basic knowledge of statistics like mean, median, quantiles
Good understanding of supervised and unsupervised learning
A burning desire to transform your career
This program fits you and your career goals.
How long do I have access to the course materials?
You'll have LIFETIME ACCESS, so you can learn the materials even after the program is finished.
Do I need to know MLOps before joining?
No, you don't.
In fact, that's exactly what I teach here.
As long as you:
- have about 2 years of Python experience
- know supervised & unsupervised learning
- have basic knowledge of statistics
you will be able to follow the program.
Of course, some people need more time to learn the material than others.
Every part of the code and system included in the course is clearly explained.
Especially the MLOps concepts.
What are prerequisites to join and follow the program?
You need to have:
About 2 years of experience in Python
Basic knowledge of statistics like mean, median, quantiles
Good understanding of supervised and unsupervised learning
Using these knowledge, you will be able to understand other concepts in the program.
I prepared over 400 pages of detailed explanations of the concepts used in the program.
Combined with my explanations during the lectures, live chat support and some dedication, I'm sure you'll be able to follow the program.
Do I need prior Python experience?
Yes, you need around 2 years of Python experience.
What if I can't attend LIVE Sessions or fall behind?
You'll have LIFETIME ACCESS to all recordings, code and materials of the program, so you'll be able to learn it at any convenient time for you, even after the program is finished.
You'll also have continuous live chat support on the course platform, so you can clarify any questions you get as you follow the program.
How much time should I dedicate to complete the program?
The LIVE sessions (or recordings) will take about 6h/week.
In addition, I would consider booking additional 1-3 hours per week to make sure you fully understand what we cover in the sessions.
So, in total, 7-9h/week for 6 weeks.
Again, you'll get full lifetime access to all the materials and session recordings, so you could visit and learn it even after the program ends.
Also, I provide the full code access as you proceed along the program, so that you'll be surely able to complete the project in any case.
Will this help me get interviews or a better job?
I can't 100% guarantee that because getting interviews and landing a job is a process that depends on many factors, mainly on the effort you put into it.
But what I CAN promise is that it will SIGNIFICANTLY increase your chances of getting new, better-paying roles because:
1. You will understand how to build End-to-End ML systems, the skills that only a small fraction of Data Scientists has.
2. You will feel confident in uncovering $$$ value from real-world messy data, which is one of the most valuable DS skills that companies look for.
3. You'll get comprehensive guidance on how to get more interviews with the materials and project that you get in this program.
4. Your upgraded profile, CV, LinkedIn, and portfolio, as well as your new outreach strategy of recruiters and hiring managers will outshine 95% of other candidates.
5. You will confidently grow your personal brand and online presence on LinkedIn, which will allow you to attract opportunities while you sleep.
I'm transitioning into ML and Data Science, can I still join the program? Will it help me?
If you're a complete beginner, I would recommend you take a Python programming course first and an intro course in ML, where you get exposed to ML model building.
If you already have around 2 years in Python programming and understand the fundamentals of Machine Learning, then feel free to join the program.
You also don't need to have prior MLOps experience.
You'll also have lifetime access to the materials, so you'll be able to come back and clarify any confusion even after the course is finished.
What if I already have 3-7 years of experience, is the program still valuable?
Yes, in fact, this is exactly the profile that will benefit the most from this program.
You already have good experience, but most likely it's focused on building models in ML.
In this program, you will finally properly learn MLOps step-by-step and get a Profile that puts you ahead of 95% of Data Scientists.
Will the content become outdated because of AI or fast-changing tools?
Even though we will use specific libraries and frameworks during the course, the main outcomes that you will learn are the principles, not tools, such as:
Orchestration
Model Monitoring
Data and Concept Drift
ML Pipeline Development
Dockerizing and Deployment
Clean Code Development and Testing
and many more....
These concepts will never get outdated.
This means that you'll be able to apply these learned concepts to any other tools, even the ones that don't exist yet.
Can my company pay for or reimburse this program?
Yes, absolutely.
If you need the reimbursement info, please reach me at timur@maistermind.ai and we will get it sorted.
English isn't my first language or I don't speak English
For each video recording, there'll be a transcript right under the video, so you can easily translate it as you go through.
Can I buy selected parts of the program?
No, the program is designed so that you'll get much more value if you fully complete all the bootcamps.
And you get a far better deal by buying the full package than if you bought them separately.
Is there a refund policy?
I am confident that you'll love this program and it will completely transform your skills and career... but I want to make it 100% no-risk investment for you.
That's why I offer a 30-day 100% Unconditional No-Hassle Money-Back Guarantee.
If, at any time, you feel this program is not for you, you just drop me a message to timur@maistermind.ai, my LinkedIn or on the course platform, and I will instantly give you a complete refund.
Will I get a certificate?
Yes, you will get a certificate.
To do that, you will need to show a deployed ML application that we will develop during the program within 6 months after the program is finished.
So you'll have plenty of time for that.
And if you follow all the sessions, you have zero chance of not to deploy the ML system we will build.
What if I have more questions?
Sure, I'll be glad to sort it out, just reach me on timur@maistermind.ai
Click to Join Program Today
Your ML Career Transformation Starts Here
You have a choice to make:
Path 1: Stay Where You Are
Keep learning random tools and tutorials
Feel overwhelmed by "too much to learn
Watch other Data Scientists advance while you feel behind
Stay stuck in notebooks while others build End-to-End Systems
Keep seeing "MLOps required" in job postings and feel unqualified
Path 2: Transform Into a TOP Data Scientist
Follow a proven system built on $100M+ ML business impact
Build production-grade ML systems with confidence
Know exactly what to learn and in what order
Have the skills that 50% of DS jobs require
Upgrade your career profile to stand out
In 6 weeks, you could:
✅
Feel secure about your career future
✅
Confidently build production-grade ML Systems
✅
Become a TOP Data Scientist with unmatched skills
✅
Use a proven system for getting more roles YOU want
✅
Feel confident in your job search with an irresistible profile
✅
Have a visible personal brand that brings opportunities 24/7
Now it's your time to use your full potential and arrive where you deserve to be
The End-to-End ML, MLOps and Career Acceleration Program is NOT just yet another course.
It's a practical way to truly transform your career.
I know this because I've gone through this journey myself.
I've helped hundreds of Data Scientists upgrade their MLOps skills and profiles.
And I can help you do the same.
With lifetime program access and my 100% unconditional, no-hassle money-back guarantee, you're fully protected and safe to join the program.
And you'll never be alone. I'll be holding your hand every step of the way and walking you through the program.
Together, we'll do the practical work that's needed to reach your dream career.
Start Your Transformation Today
Join the Leading End-to-End ML and Career Program
$1249 value
(1 week, 4 sessions, 8h)
Unique program that makes ML drive real $$$ value
$2499 value
(4 weeks, 13 sessions, 26h)
Complete program that builds real-world ML systems step-by-step
$1249 value
(1 week, 3 sessions, 6h)
First-of-its-kind program that transforms your ML career profile