

 Every week, I share 2 practical ML guides that help to grow ML Career. Join 6000+ Data Professionals & get 230+ pages Deep ML Breakdowns!
Previous Issues of MAIstermind
#10: 5 Practical Tips for Time Series Analysis | 3 Tips for your ML Income Growth
Reading time - 7 mins
Â
1. ML Picks of the Week
A weekly dose of ML tools, concepts & interview prep. All in under 1 minute.
Â
2. Technical ML Section
Learn 5 Practical Tips for Time Series Analysis from my experience
Â
3. Career ML Section
Learn 3 tips that can help you grow your ML career inco...
by Timur Bikmukhametov —
Apr 17, 2025
free
general_career
ml
#9: How to choose Ridge vs LASSO? | 3 ML Career Tips of the Month
Reading time - 7 mins
Â
1. ML Picks of the Week
A weekly dose of ML tools, concepts & interview prep. All in under 1 minute.
Â
2. Technical ML Section
Learn how to choose between LASSO and Ridge Regression Models.
Â
3. Career ML Section
Learn 3 ML career tips of the month that can help in yearly...
by Timur Bikmukhametov —
Apr 09, 2025
free
general_career
ml
#8: Why use Random Forest for Baseline Models | Do ML course certificates help to get a job?
Reading time - 7 mins
Â
1. ML Picks of the Week
A weekly dose of ML tools, concepts & interview prep. All in under 1 minute.
Â
2. Technical ML Section
Learn why Random Forest should be your go-to as a baseline model
Â
3. Career ML Section
Let's discuss if ML Course Certificates help you get a jo...
by Timur Bikmukhametov —
Apr 01, 2025
free
general_career
ml
#7: Why use Bayesian Optimization for ML Model Tuning | 3 Reasons to grow your LinkedIn network
Reading time - 4 mins
Â
1. ML Picks of the Week
A weekly dose of ML tools, concepts & interview prep — all in under 1 minute
Â
2. Technical ML Section
Understand how Bayesian Optimization tune ML models and why to use it.Â
Â
3. Career ML Section
Learn 3 reasons why growing LinkedIn network is a ...
Apr 01, 2025
free
linkedin
ml
#6: 5 Tips to Write ML Pipelines | 3 Mistakes to Avoid on ML Interviews
Reading time - 4 mins
Â
1. Technical ML Section
Learn 5 best practices for writing Machine Learning Pipelines.
The full article is here (reading time - 6 mins).
Â
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
Â
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).
Â
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
Â
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).
Â
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
Â
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).
Â
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
Â
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
Â
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