Artificial Intelligence and Machine Learning (AI-ML) have revolutionized the way we interact with technology. From personalized recommendations on streaming ser...
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Certificate Course
AI/ML is transforming industries, creating a high demand for skilled professionals. Certifications in this field demonstrate your understanding of algorithms, model building, and data analysis. Some popular options include:
Google Cloud Professional Machine Learning Engineer: This certification validates your ability to design, build, and deploy machine learning solutions on Google Cloud Platform.
AWS Certified Machine Learning - Specialty: Demonstrates expertise in building, training, and deploying machine learning models on Amazon Web Services.
Microsoft Certified: Azure AI Fundamentals: A foundational certification covering core AI concepts and Azure AI services.
Introduction to Python
Python for Data Science
Data Visualization in Python
Data Analysis Using SQL (Optional)
Advanced SQL and Best Practices (Optional)
Data Analysis in Excel
Analytics Problem Solving
Math for Machine Learning
Exploratory Data Analysis
Cloud Essentials: Intro to Git & Github
Inferential Statistics
Hypothesis Testing
Lending Club Case Study
Linear Regression
Linear Regression Assignment
Logistic Regression
Naive Bayes
Model Selection
Advanced Regression
Advanced Regression Assignment
Support Vector Machine (Optional)
Tree Models
Model Selection - Practical Considerations
Boosting
Unsupervised learning: Clustering
Unsupervised Learning: Principal Component Analysis
Telecom Churn Case Study
Introduction to Neural Networks
Convolutional Neural Networks - Industry Applications
Convolutional Neural Networks - Assignment
Recurrent Neural Networks
Neural Network Project - Gesture Recognition
Lexical Processing
Syntactical Processing
Syntactic Processing - Assignment
Semantic Processing
Case Study: Classifying Customer Complaint Tickets
Cloud Essentials: Intro to AWS
Working with AWS: case study
MLOps: Introduction
MLOps: Data Lifecycle
MLOps: Model Lifecycle
MLops Assignment
MLOps + Deployment: DL (Theory)
MLOps + Deployment: DL (Assignment)
Cloud Essentials: Intro to AWS
Working with AWS: case study
Advanced NPL
MLOps + Deployment: NPL (Theory)
MLOps + Deployment: NPL (Assignment)
AI Strategy Framework, Structured Problem Solving/ Data Storytelling
Mapping ML with Data architecture strategy
Executing AI Strategy
AI strategy: Assignment
Capstone
News Recommender System
Credit Card Fraud Detection
Eye for Blind - (Image Captioning)
Sentiment analysis based Product Recommender system
Sales forecasting
Style Transfer using GAN's
Classical Reinforcement Learning
Assignment -Classical Reinforcement Learning
Deep Reinforcement Learning
Reinforcement Learning Project
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