What you'll learn:
Importance of AI
AI Fundamentals
AI Applications - NLP, Speech recognition, Predictive analysis, Chatbots, Facial recognition, Expert systems, Gaming, Healthcare, etc
Machine Learning Essentials
Importance of Data and Data Processing
Model Training
Ethical Considerations
Advancements in AI
Supervised Learning Models: Classification
Various types of classification models for binary and multi-class classification
Performance metrics: Confusion Matrix, F1, Precision, Recall, Accuracy - which one to use in which case, with examples
Unsupervised Learning: Clustering, performance metrics
Model Improvement Methods
What does model improvement mean? What are the different options at our disposal and when to use them?
Feature Selection and Dimensionality reduction methods: Lasso Regression, Ridge Regression, PCA
Hyperparameter Tuning: Various methods, deep dive into Grid-search and Random-search
Cross-Validation
Application to hyperparameter tuning

Requirements:
No previous knowledge required! Suitable for candidates from any domain.

Description:
Welcome to 'AI for everyone - Job-based training 2024', a first-of-its kind short program designed for students, working professionals, managers, jobseekers and career change aspirants who are interested in understanding the fundamentals of AI.  "AI for Everyone" is a comprehensive course designed to demystify the field of artificial intelligence (AI) for a broad audience. It introduces the basic concepts of AI, its potential impacts on various industries, and ethical considerations. The course aims to make AI understandable and accessible, regardless of technical background. Participants will learn how AI technologies work, explore real-world AI applications, understand AI's societal implications, and get insights into future trends. This course is ideal for non-technical individuals curious about AI, as well as professionals seeking foundational AI knowledge to apply in their fields.Extra Module and Benefits:Career Guidance module:Understand how to effectively search for a job, find startups, craft a compelling CV and Cover Letter, types of job platforms and many more!Trainers:Dr. Chetana Didugu - GermanyDr. Chetana Didugu is an Experienced Data Scientist, Product Expert, and PhD graduate from IIM Ahmedabad. She has worked 10+ years in various top companies in the world like Amazon, FLIX, Zalando, HCL, etc in topics like Data Analysis and Visualisation, Business Analysis, Product Management, Product Analytics & Data Science. She has trained more than 100 students in this domain till date.Aravinth Palaniswamy - GermanyFounder of 2 startups in Germany and India, Technology Consultant, and Chief Product Officer of Moyyn, and has 10+ years of experience in Venture Building, Product and Growth Marketing.

Who this course is for:
Jobseekers
Career change aspirants
Students from any domain
Entrepreneurs
Non tech candidates
AI enthusiasts