Machine Learning, Deep Learning + AWS Sagemaker

Course content

• Introduction
• Basic python + Pandas + Plotting
• Machine Learning: Numpy + Scikit Learn
• Machine Learning: Classification + Time Series + Model Diagnostics
• Unsupervised Learning
• Natural Language Processing + Regularization
• Deep Learning
• Deep Learning (TensorFIow) – Convolutional Neural Nets
• Deep Learning: Recurrent Neural Nets
• Deep Learning: PyTorch Introduction
• Deep Learning: Transfer Learning with PyTorch Lightning
• Pixel Level Segmentation (Semantic Segmentation) with PyTorch
• Deep Learning: Transformers and BERT
• Bayesian Learning and probabilistic programming
• Model Deployment
• AWS Sagemaker (for Model Deployment)
• Final Thoughts