Classification vs Regression

All Jargons, Key Takeaways & Tooling

Quiz

Dhaval Patel

Data Entrepreneur | YouTuber | Ex - Bloomberg, Nvidia

I have 17 years of experience in Programming and Data Science working for big tech companies like NVIDIA and Bloomberg. I also run a famous YouTube channel called Codebasics where I pursue my passion for teaching. Codebasics is one of the top channels on YouTube when it comes to data science, machine learning, data structures, etc. I firmly believe that “Anyone can code” and I use analogies, simple explanations, and step-by-step storytelling to explain difficult concepts in such a way that even a high school student can understand them easily.

Hemanand Vadivel

Ex- Data Analytics Manager, 8+ Years in Europe, Microsoft Certified, Certified Supply Chain Professional

I’m a mechanical engineer who transitioned to a full time Data & Analytics manager in the UK & Germany by teaching myself Power BI, excel & anything else that was required to solve the problem. I have worked with complex data across Supply Chain, Sales, Marketing, Revenue Management, Finance and HR functions over the last 8 years to deliver effective solutions. To me, Analytics is an extra sensory organ that anyone can develop to become a superhuman at work. I have conducted several workshops and internal training to help non-technical people to become superhuman at work and now, really excited for this opportunity to share all that knowledge with you in this course.

Classification vs Regression

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Classification vs Regression

In this video, you will understand the major use cases of machine learning and get a good clarity about what is “Classification” and “Regression”.

Contents

1. Introduction

Why This Course?

What Will You Learn? (Course Overview)

Join Discord for Networking

The AI family tree

2. Enhance your Learning Experience

Join Discord

Video Resolution

3. Demystify AI: Machine Learning

What is Machine Learning

Classification vs Regression

Supervised vs Unsupervised Learning

ML Algorithms Overview

Tooling for ML

Introduction: Building Your Online Credibility on LinkedIn

Task: Register Your Voice on AI

Do This to Get Max Out of This Course

Takeaways & Jargons

Quiz

4. Demystify AI: Deep Learning

What is Deep Learning

Deep Learning vs Statistical Machine Learning: When to use What?

Credits Scoring to ChatGPT: Overview of Neural Network Architectures

Tooling for Deep Learning

Bank Employee To AI Engineer: Transition Story

Task: Get Engagement by Sharing an AI Learning Resource

Takeaways & Jargons

Quiz

5. AI/ML Project Lifecycle

10 Stages of AI Project Lifecycle

Requirements and Scope of Work (SOW)

Data Collection

Data Preparation & Exploratory Data Analysis

Feature Engineering

Model Selection & Training

Model Evaluation Metrics (Accuracy, Prediction, Recall & F1 Score)

Model Evaluation Metrics: When to use which Metric?

Model Fine Tuning

Model Deployment

Deployment & Monitoring Using ML Ops

Online Credibility: Engage Meaningfully AI Influencers List 2024

Task: Post About AI/ML Project Steps

Takeaways & Jargons

Quiz

6. Demystify AI: Gen AI, LLMs and NLP

What is Generative AI (or Gen AI)?

Evolution of Gen AI Models

What is LLM? Analogy Based Simple Explanation

What is NLP?

Embeddings and Vector Database

Retrieval Augmented Generation (RAG)

Prompt Engineering

Tooling for Gen AI, LLM

Task: Share Your Unique Perspectives on Gen AI

Takeaways & Jargons

Quiz

7. Data & AI

The Role of Data in AI

Data Infrastructure in a Company

Data Collection: Overview

Data Storage and Transformation: Overview

Data Distribution: Privacy, Ethics & Governance

Online Credibility: Mental Model of Content Creation

Task: Emphasize the Importance of Data in AI

Takeaways & Jargons

Quiz

8. 5 Industry Case Studies

Text Classification: Support Ticket Prioritization

Image Classification: Plant Health Monitoring System

RAG-Based Gen AI: ChatGPT for Private Organizational Data

Chatbot: Food Delivery Chatbot

Recommendation System: Book Recommendations

Task: Build a Case Study on a Company that leverages AI

Takeaways & Jargons

Quiz

9. AI Career Role, Skills and Salaries

AI Career Roles: Technical and Non-Technical

Which AI Career is the Best For You? AI Career Role Selection Guide

Online Credibility: 2 Bonus Tips