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Table of Contents ML Days in Tashkent — Day 2: Sprints and Sessions Kicking Off with a Keynote Sprints and Sessions: A Showcase of Innovation Community Focus: Training and Building AI/ML Ecosystems Martin Gorner on Keras: Evolution and Future Mark…

Table of Contents ML Days in Tashkent — Day 1: City Tour Arriving at Tashkent! City Tour Memorial to the Victims of Repression Barak Khan Madrasa Minor Mosque Chorsu Bazaar Metro Ride Back to the Hotel Generating Images with Stable…

Table of Contents A Brief Introduction to Do-Calculus Definitions Definition 1 Definition 2 The Rules of Do-Calculus Rule 1: Insertion/Deletion of Observation Rule 2: Action/Observation Exchange Rule 3: Insertion/Deletion of Action Summary References Citation Information A Brief Introduction to Do-Calculus…

Table of Contents Tools and Methodologies for Studying Causal Effects Randomization A/B Test Multi-Armed Bandits Natural Experiments Regression Discontinuity Instrumental Variable Observational Data Backdoor Criterion Propensity Score Matching Summary References Citation Information Tools and Methodologies for Studying Causal Effects This…

Table of Contents Faster R-CNNs Object Detection and Deep Learning Measuring Object Detector Performance From Where Do the Ground-Truth Examples Come? Why Do We Use Intersection over Union (IoU)? Mean Average Precision (mAP) The (Faster) R-CNN Architecture A Brief History…

Table of Contents Image Segmentation with U-Net in PyTorch: The Grand Finale of the Autoencoder Series Introduction U-Net Framework Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure About the Dataset Overview Class Distribution Data Preprocessing Data…

Table of Contents Spotify Music Recommendation Systems Discover Weekly via Matrix Factorization How Discover Weekly Works? Matrix Factorization Alternating Least Squares RNNs for Music Discovery Playlist Recommendation Using Reinforcement Learning Overview World Model Design Action Head DQN Approach Summary Citation…

Table of Contents Generating Faces Using Variational Autoencoders with PyTorch Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure About the Dataset Overview Class Distribution Data Preprocessing Data Split Configuring the Prerequisites Defining the Data Utilities Defining…

Table of Contents Setting Up a GPU Development Environment Using Docker Introduction A Quick Recap Setting Up Our Virtual Machine Allocation Configuring Our Virtual Machine Summary Citation Information Setting Up a GPU Development Environment Using Docker In this tutorial, you…