Advanced Machine Learning in 30 days

Deep learning with PyTorch, CNNs, model deployment with FastAPI, and MLOps for production.

  • Daily plan, 45-60 min a day
  • 6 lessons + 18 exercises
  • AI tutor included
duration30-day sprint
Topics6 total
Exercises18 total
levelAdvanced
  • No prior coding experience required
  • Practice tasks every day
  • Build impressive portfolio project

What you will learn

A powered by mentors Advanced plan with structured subtopics, quizzes, and practice tasks.

01Challenge

Deep learning foundations with PyTorch

Build neural networks with tensors, autograd, and the nn.Module API.

02Challenge

CNNs and transfer learning

Use convolutional networks and fine-tune pretrained models on custom data.

03Challenge

NLP and transformer models

Apply BERT and HuggingFace Transformers to text classification tasks.

04Challenge

Model deployment with FastAPI

Serve predictions via a REST API using FastAPI and Docker.

05Challenge

MLOps basics: experiment tracking and CI/CD

Track experiments with MLflow and automate model retraining with CI/CD.

06Challenge

Production ML: monitoring and drift detection

Monitor model performance and detect data drift in production.

See the quiz + practice flow

Three answered questions and a filled code task so you know exactly what to expect.

Quiz preview

2/3 correct

1. How long is the Machine Learning plan?

Correct
30-day sprint
5-day sprint
7-day sprint
10-day sprint

2. What level is this Machine Learning plan?

Incorrect
Beginner
Intermediate
Advanced
Expert

3. Which of these appears in the Machine Learning outline?

Correct
Deep learning foundations with PyTorch
Machine Learning workflow playbook
Machine Learning best-practice checklist
Machine Learning case study

Code practice preview

Submitted

Format a lesson title

Build a helper that formats a lesson label with a padded index and title.

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The practice tasks felt like real work, so the lessons actually stuck.

Miguel TorresBackend Engineer

Thirty minutes a day and I was shipping again. The structure keeps me honest.

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Ready to start learning?

A focused, prebuilt plan with quizzes and practice tasks — start in seconds, no setup required.

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