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Previous Issues of ML Academy Newsletter

#6: 5 Tips to Write ML Pipelines | 3 Mistakes to Avoid on ML Interviews

Reading time - 4 mins 1. Technical ML Section Learn 5 best practices for writing Machine Learning Pipelines. The full article is here (reading time - 6 mins). 2. Career ML Section Learn how to avoid 3 (unspoken) mistakes on ML interviews 1. Technical ML Section: (For a more detailed discussi...

by Timur Bikmukhametov — Mar 22, 2025 free interview mlops

#5: How to tune Gradient Boosting? | 3 Myths about ML Resume

Reading time - 4 mins 1. Technical ML Section Summary of Gradient Boosting hyperparameters and tips to tune them that work in practice. The full article is here (reading time - 6 mins). 2. Career ML Section 3 myths about Machine Learning Resume that decrease your job search chances. 1. Techn...

by Timur Bikmukhametov — Mar 17, 2025 free ml resume

#4: When to use ML Pipeline Frameworks? | 3 tips to get more interviews with LinkedIn headline

Reading time - 4 mins 1. Technical ML Section Comparison between from scratch ad-hoc development of ML pipelines vs Open-Source ML Pipeline Frameworks. The full article is HERE (reading time - 6 mins). 2. Career ML Section Tips on writing LinkedIn headline: what TO and NOT TO write to get mor...

by Timur Bikmukhametov — Mar 13, 2025 free linkedin mlops

#3: Why is Data Drift in ML important to monitor | 2 tips to tailor CV to ML job openings

Reading time - 4 mins 1. Technical ML Section Breakdown of the Data Drift and why it’s important to monitor. The full article is HERE (reading time - 6 mins). 2. Career ML Section 3 tips to efficiently tailor your CV to the job opening 1. Technical ML Section: (For a more detailed discussion...

by Timur Bikmukhametov — Mar 13, 2025 free mlops resume

#2: Roadmap for Gradient Boosting | 3 Tips for ML Portfolio

Reading time - 4 mins 1. Technical ML Section Complete roadmap to learn Gradient Boosting in-depth. The full article is HERE (reading time - 6 mins). 2. Career ML Section 3 tips to improve your ML portfolio to increase chances for a higher paying job. 1. Technical ML Section: (For a more detai...

by Timur Bikmukhametov — Mar 13, 2025 free ml portfolio

#1: R² Score: when it works & fails | 3 Tips for CV Summary

Reading time - 4 mins 1. Technical ML Section R-squared regression metric - summary of benefits, pitfalls and guidelines for proper usage. The full article is HERE (reading time - 7 mins). 2. Career ML Section 3 tips to crack Resume summary section 1. Technical ML Section: (For a deep breakdow...

by Timur Bikmukhametov — Mar 11, 2025 free ml resume

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