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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 current ML career reality?
End-to-End ML feels like the biggest gap in your skills, but it looks too complex and scary, so you avoid it.
You avoid great job posts because you know you don't meet Production ML requirements.
You constantly feel behind people who have MLOps skills, but you have no time to learn it.
Going outside Notebooks makes you anxious, because you don't know how to correctly deploy models in production.
You struggle to prove that your models make business impact, so your work feels invisible and looks unimpressive on your resume.
Your profile doesn't stand out. Your GitHub and resume look like thousands of other Data Scientists.
You don't have a clear roadmap. You're learning pieces randomly - Docker here, API there, but nothing feels connected.
And the worst part is NOT the point where you are right now.
It's the fact that you HAVE BEEN THERE for a LONG TIME.
And you don't really know how you can finally break this stagnation.
But let me tell you a secret....
Even after building 10+ End-to-End ML Solutions, I still quiestion my MLOps skills and feel that my career goes nowhere
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...
Why random courses WON'T help you learn End-to-End ML
Most MLOps courses use toy datasets, simple ML models and naive deployment scenarios.
Most ML/DS courses focus on building ML models without real-world production deployment.
Each course teaches something new, but no one shows you how everything connects.
You keep learning, but never reach the point where you feel "Damn, I get the full picture now!"
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How is lack of End-to-End ML skills killing your career
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You feel chronically under the pressure of "I have to learn this" but you don't even know where to start
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The imposter syndrome hits you hard because ANYONE can build ML models, so you feel your skills are not unique
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You can't get rid of the draining feeling "Others know so much more than me"
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You see great ML roles, but once you see required skills, you say "I will not pass"
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You feel stuck because the only thing you can do is wrangling data and models in Notebooks
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You avoid model deployment, because it looks so complex and scary, so you know you'll fail it
What 95% of Data Scientists miss
that keeps them away from the best roles
The competition for Data Science roles has never been harder.
Massive layoffs.
Tens of thousands of people are trying to enter the market.
After 8 years in the industry, building 4 ML teams and consulting 100s of Data Scientists, I can say with 100% certainty:
"Perfect ML and MLOps skills are NOT enough"
YOU have to STAND OUT:
Your LinkedIn must work for you 24/7
Your CV must impress within 5 seconds
Your online profile must be exceptional
Otherwise, you won't compete for the best roles.
You'll compete for what's left after the outstanding candidates get hired.
Facts about your career that you can't ignore anymore
Ignoring end-to-end ML skills and professional profile visibility leads to the consequences you simply can't afford to have.
You continue being under pressure of feeling stuck, anxious, and behind others
You continue skipping roles because you feel unqualified
Employers continue ghosting you because your profile looks unimpressive
You are slowly but surely approaching a dead-end career
And things are getting even worse.
Many of the current DS roles ask for AI Engineering skills.
And AI Engineering is very hard to learn without MLOps foundations.
Forget about building AI Agents if you can't properly deploy XGBoost.
And here's the question you need to answer deep down right now:
"Is it the career I really want to have?"
Some most common blocks for Data Scientists to learn End-to-End ML
"Where do I even start? What if I learn the wrong tools and waste months?"
"Every time I start, I realize how much I don't know, so give up. How the hell do people know all this stuff?"
"I've tried to understand MLOps so many times... maybe I'm just not smart enough for this."
If you have any of these thoughts, you're not alone.
These questions are an inevitable part of breaking into End-to-End ML.
And these are not the only points that stop your ML career growth.
There's one important piece that makes things even worse...
Imagine a new reality now...
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.
Making your ML systems drive real $$$ impact
You confidently bring business value with your ML models, make it happen in real life and proudly put this into your CV that suddenly stands out.
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're confident about your future. Recruiters WANT to talk to you because your new End-to-End ML skillset and a perfect profile set you apart.
Making your profile work for you 24/7
You get calls from Hiring Managers because your LinkedIn profile works for you while you sleep. Combined with your new portfolio, it makes your profile irresistible.
What happens after you build End-to-End ML skills and a Top Profile?
You become a TOP Data Scientist with an outstanding profile, so recruiters start reaching out to you
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You confidently deploy models from notebook to production and enjoy the process
You kill imposter syndrome and feel secure about your skills and future
You stop feeling behind others and become the one they look up to
Your work feels meaningful, because you know how to make your ML models drive impact
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You become the go-to person to deploy ML systems which fast-tracks your promotion.
How my past MLOps course helped people gain confidence in End-to-End ML
The reality is that you CAN build production ML systems and a great profile.
You just need step-by-step support from someone who has completed this journey.
Hi, I'm Timur
I'm a Principal Data Scientist with over 8 years of experience in Machine Learning, 3 years in ML career consulting and a TOP ML personal brand.
At the beginning of my career, there were countless times when I sat down to start building something real.
But over and over again, I failed.
Because End-to-End ML felt too complex and overwhelming.
Now, after tens of ML projects in 5 industries, I have:
Built 10+ End-to-End ML Solutions
Delivered over $100mln in revenue with ML
Built and led 4 ML teams and 25+ Data Scientists
But I didn't not stopped there and I have:
Built TOP 3 LinkedIn Brand in Data Science
Made 3.5mln people view my profile & posts last year
Reached TOP 1000 LinkedIn Profile rank (TOP 1 out of 1,000,000)
With this, I can help you learn how to build End-to-End ML Systems AND create an irresistible profile that companies compete for.
I've been where you are.
And I can help you get to where you want to be.
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Introducing the 8-week End-to-End ML, MLOps 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.
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Click to join the Program now
How does the program work?
24 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 4 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.
Here's what you get when you join the Program
Access to 24 LIVE Sessions (~40 hours)
which means you'll follow comprehensive step-by-step LIVE guidance and ask any questions you have
LIFETIME ACCESS to all the materials
which means you can come back to the materials at any time, even when the program is finished.
Full Access to the Project Code
which means you will NEVER get lost and can run the code at your own time to understand every line of it
Access to 400+ Pages of Course Materials
which means you'll be able to learn all the concepts in-depth from the unmatched quality materials
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
Access to Private Community
which means you'll grow together with like minded people during the program and even after it is finished.
Click to join the Program now
Here's what you will
achieve after the program
Real-World ML
(2 weeks, 6 Live Sessions, ~10h)
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In just 2 weeks, you will:
Confidently estimate $$$ business impact from messy real-world data
Have clarity on how to generate $$$ value with robust ML models with ease
Confidently apply advanced ML to real-world data to uncover insights
Easily build ML Models that work in Production, not only in Notebooks
You'll learn ML concepts that matter in the real world
Data Cleaning and
Feature Engineering
Data Profiling
Data Filtering & Denoising
Advanced Outlier Removal
Time Series Signal Processing
Advanced Feature Engineering
Model Building, Tuning and Tracking
Metric Selection
Anomaly Detection
Robust ML Model Building
MLflow Experiment Tracking
Optuna Hyperparameter Tuning
Model Selection including Neural Nets
Explainability, $$$ Value and Production Readiness
$$$ Value Estimation
MLflow Experiment Tracking
Model Explainability with SHAP
Code Preparation for Production
Reproducible Experiment Design
Model and Code
Reliability
Data and Concept Drift Detection
Data Leakage Detection
Code Preparation for Production
Model Regularization & Overfitting Prevention
Complex ML concepts will become clear through visual explanations
You'll build 4 Advanced ML Notebooks
that you will use for the End-to-End MLOps Bootcamp and your Portfolio
Notebook 1: Data Profiling and Advanced Statistical Analysis
Notebook 2: Baseline Model Development and $$$ Value Estimation
Notebook 3: Advanced Data Cleaning, Feature Engineering & Model Selection
Notebook 4: Hyperparameter Tuning, MLFlow Tracking & Registry
End-to-End MLOps
(5 weeks, 15 Live Sessions, ~25h)
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In just 5 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.
Immediately stand out because you'll have a TOP-level profile and project that no other candidates have.
Build a Real-World End-to-End ML System under guidance
Build a Production Grade 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.
Build a fully functional ML platform, not a simple dashboard
Build a platform with a professional interface that serves ML model prediction and monitors performance in real time.
Connect the platform with ML model tracking and registry, so you can make informed decisions about model deployment
Embed ML pipelines and solution structure overview, so you can clearly explain the full ML solution to hiring managers.
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Build, orchestrate and deploy ML Pipelines from scratch
Real-world ML Systems go far beyond model 'fit' and 'predict' and simple API calls.
In the program, you'll clearly understand how to develop ML Systems and Pipelines that process messy real-world data and deliver business value.
You'll learn how to orchestrate ML pipelines including data drift monitoring and re-training by using model orchestration tools.
You'll also build production-grade data management modules that connect ML pipelines and SQL databases.
Get confident in End-to-End MLOps concepts
ML System
Development
ML Pipeline Configuration
Model Registry & Versioning
Model Promotion Workflows
MLflow Experiment Tracking
Feature Engineering Pipelines
Training & Inference Pipelines
Model Monitoring & Re-training
Containerization
and Deployment
ML Pipeline Orchestration
GitHub Actions CI Pipelines
GitHub Actions CD Pipelines
Automatic Cloud Deployment
Dockerfiles, Docker Volumes & Registry
Complex Multi-service Docker Compose
Data Management
and Monitoring
Data Drift Detection
Concept Drift Detection
Automated Re-training
Multi-page User Interface
Model Performance Monitoring
Database Connectors and Schemas
Building Data Management Modules
Software
Development
Code Formatting
Pre-commit Hooks
Code Linting (Ruff)
Code Modularization
Unit Testing with Pytest
Static Typing Frameworks
Visual explanations will make learning feel easy and intuitive
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Frameworks and libraries you will confidently use after the program
You will easily connect all these frameworks and libraries into one End-to-End Production-Grade ML System that runs on the cloud and drives business value
Complete Profile Upgrade
(1 week, 3 Live Sessions, ~5h)
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In just 1 week, you will:
Create an IRRESISTIBLE PROFILE which works for you 24/7
Confidently grow your personal brand on LinkedIn that builds your authority and creates job opportunities
Use a proven system for getting more interviews for the roles YOU want
Feel accomplished as a TOP candidate for most ML Roles
You'll 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
Here's what people say after upgrading profiles with me
"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.
"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.
"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.
"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.
"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.
"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 24 LIVE Sessions and Lifetime Access to Recordings.
Each live session lasts 1.5-2h depending on the topic.
You'll understand everything during the sessions, because you'll follow step-by-step LIVE coding guidance.
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
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
(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
($3000 value)
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I made this program super easy to follow and implement.
However, I want to make 100% sure that 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
Bonus 1
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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
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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.
Bonus 3
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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 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
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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
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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.
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
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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
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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
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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
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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
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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.
What your peers say about my previous MLOps course
Join the Leading End-to-End ML and Career Program
$1499 value
(2 weeks, 6 session, 10h)
Unique program that makes ML drive real $$$ value
$2499 value
(5 weeks, 15 sessions, 25h)
Complete program that builds real-world ML systems step-by-step
$999 value
(1 week, 3 sessions, 5h)
First-of-its-kind program that transforms ML career profile
$3000 value
Unique materials that ensure you effortlessly implement everything and make right next steps
What you will achieve in just 8 weeks
Feel secure about your career future
Confidently build production-grade ML Systems
Use a proven system for getting more roles YOU want
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
Become a TOP Data Scientist with standout ML and MLOps skills
Here's what you get when you join
Access to 24 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
Full access to the project code and 400+ explanation slides of premium quality, 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 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 May 11, 2026 and lasts for 8 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 300 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 5h/week.
In addition, I would consider booking additional 2-4 hours per week to make sure you fully understand what we cover in the sessions.
So, in total, 7-9h/week for 8 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 revenue
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 8 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
$1499 value
(2 weeks, 6 session, 10h)
Unique program that makes ML drive real $$$ value
$2499 value
(5 weeks, 15 sessions, 25h)
Complete program that builds real-world ML systems step-by-step
$999 value
(1 week, 3 sessions, 5h)
First-of-its-kind program that transforms ML career profile