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Timur Bikmukhametov
October 13, 2025

Bayesian Optimization for Hyperparameters. Complete Introduction.

Deep dive introduction to how Bayesian Optimization tunes ML hyperparameters

Timur Bikmukhametov
October 6, 2025

Machine Learning Solutions. Main Components.

Complete introduction to Machine Learning solution components

Timur Bikmukhametov
September 8, 2025

MLflow Experiment Tracking. Complete Tutorial. Part 2

Complete Tutorial MLflow Experiment Tracking with code.

What your ML peers say

Neelesh Sethi

Neelesh Sethi

AI Architect
I loved how practical and structured the approach is in the ML Blueprint. It gives you a clear roadmap from idea to deployment. Highly recommend it for engineers looking to level up their end-to-end ML skills.
Alexander Zermeño

Alexander Zermeño

Data Scientist
This course was exactly what I needed. It provides a clear and practical overview of the key components required to take an ML project to production. Many topics introduced here require deeper study to be an expert, but this blueprint provides the essential structure and duration to understand how everything fits.
Mohamad Sabiq

Mohamad Sabiq

Data Scientist
The best part of this course is that it is absolutely beginner-friendly, and it not only teaches the concept but also walks me through the real-world problems. From the course, you can understand how the real-world problems look like, and I'm very impressed and I highly recommend this course.
Ildar Abdrakhmanov

Ildar Abdrakhmanov

Data Scientist
I learned new patterns for organizing code and designing maintainable ML pipelines. If you want to learn how to build complete ML projects from scratch to production with clean professional code, I highly recommend the course.
Eleonora Iunusova

Eleonora Iunusova

ML Researcher
I believe that ML Blueprint brings a lot of valuable knowledge and practical experience. What is the most important and put pushes your confidence in building machine learning projects from the beginning till the end.
Irena Zimovska

Irena Zimovska

Data Scientist
At the end of the course, you have a great ML Project template that you can reuse and develop in your further projects. I also really appreciated the quality of the code, it's very well written in an object-oriented way.
Juan Hoyos

Juan Hoyos

Industrial Data Scientist
You can really learn a lot of hands-on experience with how you should deploy a trained model. Also, it gives a lot of very good advice around code formatting, so many times you also need to have good coding practices and skills to develop very readable and understandable code

Marco Camilo

ML Engineer
The ML Project Blueprint gave me a clear framework—not just for structuring code and experiments, but also for presenting results through polished dashboards that elevate the impact of my portfolio. Having this blueprint removed a lot of guesswork and helped me focus more on solving the actual ML problems.

Saïba Sawadogo

Data Scientist
I've learned so much through this course. I appreciate the way it helps to easily understand how different parts are connected in an ML project. I highly recommend this course.

Oscar Pena

Senior Data Scientist
You get the code blueprint and thorough explanations of how the code works from Timur. I think both new and experienced practitioners will highly benefit from taking this course, so I highly recommend it.

Arjun Sirohi

Data Analyst
The ML Blueprint project provided the exact end-to-end, standardized workflow I needed for a data science project. I now have a clean, version-controlled repository containing a deployable Time Series forecasting service, which is the key deliverable.

Samin Barghan

Data Scientist
ML Blueprint course is one of the best ways to sharpen your skills, gain confidence, and prepare for real-world ML projects. It’s been a game-changer for me, both in refreshing my foundation and in boosting my confidence for interviews. I truly wish to see more from him in the future!

Reaz Elias

Data Scientist
ML Blueprint course excels in demonstrating real-world complexity and best practices. The modular design, multi-service orchestration with docker-compose, and the complete data pipeline from raw data to production API are exactly what professionals need to understand.
Dilrabo Khidirova

Dilrabo Khidirova

Junior Data Scientist
ML Blueprint course exceeded my expectations and gave me exactly what I was looking for - a complete Practical Roadmap for an ML Project from scratch. Before the course, I had some problems with Docker, and after this course, I could connect ML projects with Docker.
Diego Rossi

Diego Rossi

Data Scientist
The ML project blueprint helped me a lot to think about how can I improve my data science skills. All the courses that I made before focus on the training part of machine learning world. When I see something about deployment never is something more than Streamlit. I think the great value of the course rely on this: you'll be able to have a bigger vision of machine learning world, that can be used in real situations.
Zainulabidin Shaikh

Zainulabidin Shaikh

Aspring Data Scientist
Unlike most courses, this one shows the real industry-level life cycle that companies expect. If you already have a foundation in machine learning and want to understand production ML and end-to-end project workflows, I would highly recommend this course.
Ziad Ahmed Elkafoury

Ziad Ahmed Elkafoury

Aspiring Data Scientist
This course gives you the foundation you need to go beyond notebooks and start thinking like a real ML engineer.
Fernando Artigas

Fernando Artigas

Data Scientist
The ML Project Blueprint really brings practical and real-life experience, highly recommended for all engineers who want to go beyond the theory.
Nursultan Svankulov

Nursultan Svankulov

Portfolio Manager
The course takes you step by step through the entire process. This is definitely a game-changer, as it equips you with all the tools and methodologies needed to build your first machine learning project.
Noha Abuaesh

Noha Abuaesh

ML Researcher
I enjoyed the ML Blueprint course very much. It shares a lot of secrets of seasoned machine learning professionals. It shows the complete steps of creating a machine learning project, from setting up the environment to deploying it to the cloud. The videos are short, clear, and to the point. I encourage ML professionals to take this course.

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