Certificate in Deep Learning with Caffe2 by Vskills
Course Highlights
- Government certification
- Certification valid for life
- Lifelong e-learning access
- Learning Hours: 12 hrs
- Life Time Job Support
- Job Profile Tagging
Skills you will learn!
Curriculum
4 Topics
Set Up Caffe2 on Linux
Understanding the Caffe2 Architecture
Transitioning from Machine Learning to Deep Learning
Running an Image Classifier Using Caffe2
3 Topics
Learn about Matrices Using Python – NumPy
Understanding and Implementing Logistic Regression and Neural Networks
Understanding and Implementing Deep Neural Networks
6 Topics
Caffe2 Introduction
Caffe2 Python Wrapper
Mathematical Operators in Caffe2
Network Creators and Assisters in Caffe2 – Part 1
Network Creators and Assisters in Caffe2 – Part 2
Network Creators and Assisters in Caffe2 – Part 3
5 Topics
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
5 Topics
Machine Learning Strategy
How to Perform Data Selection Preparation and Processing
Regularization of Neural Networks
Optimizing Neural Networks
Optimization Algorithms
5 Topics
Sequence Learning
Introduction to Recurrent Neural Networks
LSTMs – A Special Case of RNNs
Learning about Word Embeddings
Introduction to Augmented Recurrent Neural Networks
5 Topics
Why Deep Learning?
Machine Learning Categories
Why Caffe2?
Install and Set Up Caffe2
Build a Caffe2 Docker
3 Topics
Definition of a Computational Graph Through Examples
Introduce Workspace Operators and Nets
Working with Computational Graphs
4 Topics
Housing Price Prediction
Representing a Linear Regression Model in a Computational Graph
Training Procedure
Training a Linear Regression Model
5 Topics
Fashion Product Recognition Problem
What Is Supervised Learning?
What Is Transfer Learning?
Model Zoo in Caffe2
Fine-Tune a Model for Recognizing Fashion Products
4 Topics
Chatbot Customer Service
What Is Sequence-to-Sequence Learning?
What Are RNNs and LSTMs?
Training an RNN-Based Model to Write like Shakespeare
4 Topics
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
4 Topics
AI on Mobile Devices Using Face ID
Challenges in Running AI Models on Mobile Devices
SequeezeNet
Deploy SequeezeNet on a Mobile Device
Certificate in Deep Learning with Caffe2
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