SETTING UP CAFFE2
- The Course Overview
- Set Up Caffe2 on Linux
- Understanding the Caffe2 Architecture
- Transitioning from Machine Learning to Deep Learning
- Running an Image Classifier Using Caffe2
IMPLEMENTING NEURAL NETWORKS AND DEEP LEARNING
- Learn about Matrices Using Python â€“ NumPy
- Understanding and Implementing Logistic Regression and Neural Networks
- Understanding and Implementing Deep Neural Networks
- Caffe2 Introduction
- Caffe2 Python Wrapper
- Mathematical Operators in Caffe2
- Network Creators and Assisters in Caffe2 â€“ Part 1
- Network Creators and Assisters in Caffe2 â€“ Part 2
- Network Creators and Assisters in Caffe2 â€“ Part 3
UNDERSTANDING A CONVOLUTIONAL NEURAL NETWORK
- How Machines Learn to See!
- Introduction to Convolutional Neural Networks
- Implement a Convolution Layer Using Caffe2
- Pooling Layer and Dropout in Caffe2
- Role of Activation Functions in Solving Non-Linear Optimization
IMPLEMENTING WEIGHT INITIALIZATION, OPTIMIZATION, AND REGULARIZATION
- Machine Learning Strategy
- How to Perform Data Selection, Preparation, and Processing
- Regularization of Neural Networks
- Optimizing Neural Networks
- Optimization Algorithms
INTRODUCTION TO RECURRENT NEURAL NETWORK
- Sequence Learning
- Introduction to Recurrent Neural Networks
- LSTMs â€“ A Special Case of RNNs
- Learning about Word Embeddings
- Introduction to Augmented Recurrent Neural Networks
GETTING STARTED WITH CAFFE2
- The Course Overview
- Why Deep Learning?
- Machine Learning Categories
- Why Caffe2?
- Install and Set Up Caffe2
- Build a Caffe2 Docker
- Definition of a Computational Graph Through Examples
- Introduce Workspace, Operators, and Nets
- Working with Computational Graphs
BUILDING BLOCKS OF A TRAINING MODEL
- Housing Price Prediction
- Representing a Linear Regression Model in a Computational Graph
- Training Procedure
- Training a Linear Regression Model
SUPERVISED LEARNING AND TRANSFER LEARNING
- Fashion Product Recognition Problem
- What Is Supervised Learning?
- What Is Transfer Learning?
- Model Zoo in Caffe2
- Fine-Tune a Model for Recognizing Fashion Products
- Chatbot Customer Service
- What Is Sequence-to-Sequence Learning?
- What Are RNNs and LSTMs?
- Training an RNN-Based Model to Write like Shakespeare
- Why Deep Reinforcement Learning?
- What Is Deep Reinforcement Learning?
- What Is Deep Q-Network?
- Training a Deep Q- Network for Solving the Cart-Pole Problem
RUNNING AI IN YOUR HANDS
- AI on Mobile Devices Using Face ID
- Challenges in Running AI Models on Mobile Devices
- Deploy SequeezeNet on a Mobile Device
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