Build high-performance APIs with FastAPI, including auth, testing, and deployment.

Clean, transform, and analyze data effectively with Pandas and the PyData stack.

Train and deploy deep learning models using PyTorch with practical patterns.

Create clear, publication-quality visualizations with Seaborn and Matplotlib.

Challenge yourself with decorators,generators,and context managers.

Check your understanding of routes,requests,and responses in FastAPI.

Assess your knowledge of DataFrames,Series,and data cleaning.

Test how well you can create insightful plots with Seaborn.

Challenge yourself with CNNs,RNNs,and transformers.

Evaluate your EDA and visualization skills.

Assess your knowledge of OAuth2,JWTs,and security in APIs.

Test your grasp of dependency management and middleware.

Quiz on integrating FastAPI with SQLAlchemy and async database operations.

Test your grasp of functions,modules,and object-oriented programming.

Quiz on filtering,grouping,merging,and reshaping data.

Explore datetime handling and resampling in Pandas.

A complete test on designing,deploying,and testing APIs.

Check your understanding of Python basics.

Quiz covering NumPy,Pandas,Seaborn,and Matplotlib basics.

Integrate Pandas,Seaborn,and PyTorch for real-world ML tasks.

Test your understanding of tensors,autograd,and model building.

Explore layers,optimizers,and loss functions.

Evaluate your model training and performance tuning skills.

Dive into themes,palettes,and complex visual layouts.