Syllabus for AI and ML on Google Cloud Platform

Beginner Level

Module 1: Introduction to AI and ML

1. What is AI and ML?

2. Types of AI and ML

3. Applications of AI and ML

4. Ethical considerations in AI and ML
   

Module 2: Cloud Computing Fundamentals

1. Introduction to Google Cloud Platform

2. Key GCP services for AI and ML

3. Creating a GCP account and project

4. Managing resources on GCP

Module 3: Getting Started with AI and ML on GCP

1. Using Google Colab for AI and ML experiments

2. Installing required libraries and frameworks

3. Basic data manipulation and visualization

4. Introduction to TensorFlow and Keras

Module 4: Machine Learning Basics

1. Supervised vs. unsupervised learning

2. Regression and classification problems

3. Linear regression

4. Logistic regression

5. Decision trees and random forests

Intermediate Level

Module 5: Deep Learning Fundamentals

1. Introduction to neural networks

2. Feedforward neural networks

3. Convolutional neural networks (CNNs)

4. Recurrent neural networks (RNNs)

5. Transfer learning

Module 6: AI and ML on GCP

1. Using Vertex AI

2. Building and training custom models

3. Deploying models to production

4. Model monitoring and evaluation

Module 7: Natural Language Processing (NLP)

1. Text preprocessing

2. Word embeddings

3. Sentiment analysis

4. Text classification

5. Machine translation

Module 8: Computer Vision

1. Image preprocessing

2. Image classification

3. Object detection

4. Image segmentation

Advanced Level

Module 9: Generative AI

1. Generative adversarial networks (GANs)

2. Variational autoencoders (VAEs)

3. Text generation

4. Image generation

Module 10: Reinforcement Learning

1. Markov decision processes

2. Q-learning

3. Policy gradients

4. Deep reinforcement learning

Module 11: Advanced Topics

1. Explainable AI

2. Fairness and bias in AI

3. AI for edge devices

4. AI for IoT

This syllabus provides a general outline. The specific content and depth of each module may vary depending on the learning objectives and the expertise of the learners. To know more and wants learn Google Cloud Platform: WhatsApp: 9944778818. We will cover each model in the next blog in this segment.

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