ARTIFICIAL INTELLIGENCE EXPERT

Artificial Intelligence Foundation

Introduction to Artificial Intelligence (AI)

AI Data Strategy

AI Ethics, Issues and Concerns

AI Challenges

Use Cases, and Adaption

Machine Learning Foundation

Data Science and ML Introduction

Mathematics for ML

Learning Methods

Popular ML Algorithms

Building Classification Models

Building Regression Models

Beyond Machine Learning

Tensorflow 2.X Platform

Tensorflow Introduction

Tensorflow Basic Concepts

Installation and Basic Operations In TF 2.X

TF 2.0 Eager Mode

Tensorflow 2.X - Keras

Core Learning Algorithms

Core Learning Algorithms Introduction

Regression with Tensorflow

Classification with Tensorflow

Neural Networks

Structure of Neural Networks

Neural Network - Core Concepts

Feed Forward Algorithm

Backpropagation

Building Neural Network from scratch using Numpy

Implementing Deep Neural Networks

Introduction to Neural Networks with Tf2.X

Simple Deep Learning Model in Keras (Tf2.X)

Building Neural Network

Model in Tf 2.0 for Mnist Dataset

Deep Computer Vision - Convolutional Neural Networks

Convolutional Neural Networks (CNNs) Introduction Cnnswith Keras

Transfer Learning In CNN, Style Transfer

Flowers Dataset With Tf2.X

Examining X-Ray With CNN Model

Recurrent Neural Network

RNN Introduction

Sequences with RNNs

Long Short-Term

Memory Networks (LSTM RNNs) and Gru

Examples Of RNN Applications

Natural Language Processing

Natural Language Processing Introduction

NLP With RNNs

Creating Model

Transformers and BERT

State of art NLP and Projects

Reinforcement Learning

Markov Decision Process

Fundamental Equations in RL

Model-Based Method

Dynamic Programming Model Free Methods

Deep Reinforcement Learning

Architectures Of Deep Q Learning

Deep Q Learning

Policy Gradient Methods

Actor-Critic Methods

Generative Adversarial Network (GAN)

GAN Introduction

Core Concepts Of GAN

Building GAN Model With Tensorflow 2.X, GAN Applications

Deploying Deep Learning Models In The Cloud

Amazon Web Services (AWS)

Deploying Deep Learning Models Using AWS Sagemaker