How I’d learn to work with AI in 2024 | Complete roadmap & courses

Harshit Tyagi · Beginner ·🛠️ AI Tools & Apps ·1y ago
### All courses can be found here: https://datacamp.pxf.io/q45G4n Link to the roadmap: https://drive.google.com/file/d/1jbS2EJQdcPEBe9bJr7H1Yr8_YmECW1yi/view?usp=sharing ## Links to all the Spaces will be added to my newsletter by Saturday. ## Want to get development-oriented insights? Subscribe to my Newsletter to stay up to date on such updates in the world of AI - High Signal AI Newsletter: https://highsignalai.substack.com/ - High Signal AI Instagram: https://www.instagram.com/highsignal_ai/ ## AI Engineer Roadmap - Roadmap video: https://youtu.be/br8u4JwXMBU - Roadmap GitHub (don't forget to leave a star): https://github.com/dswh/ai-engineer-roadmap ## Social Media & Discord Server Invitation Follow me for more AI Engineering resources, tutorials, and reviews: - LinkedIn: https://www.linkedin.com/in/tyagiharshit/ - X / Twitter: https://twitter.com/dswharshit - Join the Discord community for ideas, discussion, reviews and more: https://discord.gg/rssxJV2Xkz ## Chapters: 0:00 - Where are we going with AI? 02:09 - How to develop the skill to leverage AI 02:43 - Step 1 - why learn programming 03:16 - Courses to learn programming 04:46 - Step 2 - AI fundamentals 05:29 - Recommended courses for step 2 06:49 - Step 3 - AI for Business 07:24 - Courses for AI Business Fundamentals 09:19 - Step 4 - Developing applications with AI 10:29 - Courses to learn how to develop AI applications 12:30 - Step 5 - Developing and fine-tuning LLMs 13:07 - Courses to learn how to develop and deploy LLMs 15:39 - How to get ALL these courses at a cheap price!
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1 Your PATH to learning Data Science
Your PATH to learning Data Science
Harshit Tyagi
 2 Ideal Python environment setup for Data Science projects - Unix shell, Anaconda and Git.
Ideal Python environment setup for Data Science projects - Unix shell, Anaconda and Git.
Harshit Tyagi
 3 Building COVID-19 interactive dashboard from Jupyter Notebook | No frontend/backend coding required.
Building COVID-19 interactive dashboard from Jupyter Notebook | No frontend/backend coding required.
Harshit Tyagi
 4 Introduction to Jupyter Notebooks - Interface | Ipython Kernel | Sharing | GitHub
Introduction to Jupyter Notebooks - Interface | Ipython Kernel | Sharing | GitHub
Harshit Tyagi
 5 Python fundamentals for Data Science - Part 1 | Data types | Strings | Lists
Python fundamentals for Data Science - Part 1 | Data types | Strings | Lists
Harshit Tyagi
 6 Python fundamentals for Data Science - Part 2 Dictionaries | Conditionals | Loops | Functions
Python fundamentals for Data Science - Part 2 Dictionaries | Conditionals | Loops | Functions
Harshit Tyagi
 7 Python fundamentals for Data Science - Part 3 OOPS | Working with External Libraries & Modules
Python fundamentals for Data Science - Part 3 OOPS | Working with External Libraries & Modules
Harshit Tyagi
 8 NumPy Essentials for Data Science - part-1 | One Dimensional Array
NumPy Essentials for Data Science - part-1 | One Dimensional Array
Harshit Tyagi
 9 NumPy Essentials for Data Science - part-2 | Multi-Dimensional Array
NumPy Essentials for Data Science - part-2 | Multi-Dimensional Array
Harshit Tyagi
 10 Math For Data Science | Practical reasons to learn math for Machine/Deep Learning
Math For Data Science | Practical reasons to learn math for Machine/Deep Learning
Harshit Tyagi
 11 Linear Algebra Ep 1 | Introduction to Vectors, Matrices and Tensors using NumPy
Linear Algebra Ep 1 | Introduction to Vectors, Matrices and Tensors using NumPy
Harshit Tyagi
 12 Linear Algebra Ep 2 | Dot Product in Linear Algebra for Data Science
Linear Algebra Ep 2 | Dot Product in Linear Algebra for Data Science
Harshit Tyagi
 13 Python vs R | The BEST programming language for your Data Science Project
Python vs R | The BEST programming language for your Data Science Project
Harshit Tyagi
 14 Linear Algebra for Data Science Ep3 | Identity and Inverse Matrices | NumPy
Linear Algebra for Data Science Ep3 | Identity and Inverse Matrices | NumPy
Harshit Tyagi
 15 The Data Show Ep1 | Elucidating Data Science in Drug Discovery - A CTO's Account
The Data Show Ep1 | Elucidating Data Science in Drug Discovery - A CTO's Account
Harshit Tyagi
 16 Google Certified TensorFlow Developer | Learning Plan, Tips, FAQs & my Journey
Google Certified TensorFlow Developer | Learning Plan, Tips, FAQs & my Journey
Harshit Tyagi
 17 Speeding up your Data Analysis | Hacks & Libraries
Speeding up your Data Analysis | Hacks & Libraries
Harshit Tyagi
 18 How to build an Effective Data Science Portfolio
How to build an Effective Data Science Portfolio
Harshit Tyagi
 19 End-to-End Machine Learning Project Tutorial - Part 1
End-to-End Machine Learning Project Tutorial - Part 1
Harshit Tyagi
 20 Data Preparation with Sci-kit learn and Pandas | End-to-End ML Project Tutorial - Part 2
Data Preparation with Sci-kit learn and Pandas | End-to-End ML Project Tutorial - Part 2
Harshit Tyagi
 21 Training and Fine-Tuning ML Models with Sklearn | End-to-End ML Project Tutorial - Part 3
Training and Fine-Tuning ML Models with Sklearn | End-to-End ML Project Tutorial - Part 3
Harshit Tyagi
 22 Deploying a Trained ML model via Flask on Heroku | End-to-End ML Project Tutorial - Part 4
Deploying a Trained ML model via Flask on Heroku | End-to-End ML Project Tutorial - Part 4
Harshit Tyagi
 23 Three Decades of Practising Data Science | Interview with Dean Abbott
Three Decades of Practising Data Science | Interview with Dean Abbott
Harshit Tyagi
 24 Calculating Vector Norms - Linear Algebra for Data Science - IV
Calculating Vector Norms - Linear Algebra for Data Science - IV
Harshit Tyagi
 25 Ep1 - Getting Started | Zero to Hero in Computer Vision with TensorFlow
Ep1 - Getting Started | Zero to Hero in Computer Vision with TensorFlow
Harshit Tyagi
 26 Ep3 - Designing Data Experiments to enhance your Product | Rapido's Data Science Lead, Pramod N
Ep3 - Designing Data Experiments to enhance your Product | Rapido's Data Science Lead, Pramod N
Harshit Tyagi
 27 Building projects with fastai - From Model Training to Deployment
Building projects with fastai - From Model Training to Deployment
Harshit Tyagi
 28 October AI - Video Calling with One-Tenth of Internet Bandwidth
October AI - Video Calling with One-Tenth of Internet Bandwidth
Harshit Tyagi
 29 November AI - Breakthrough in biology after 50 years | Datasets, books, research papers and more...
November AI - Breakthrough in biology after 50 years | Datasets, books, research papers and more...
Harshit Tyagi
 30 Data Science learning roadmap for 2021
Data Science learning roadmap for 2021
Harshit Tyagi
 31 Talk is cheap, BUILD - Microsoft Software Engineer | Interview with Abhirath Batra
Talk is cheap, BUILD - Microsoft Software Engineer | Interview with Abhirath Batra
Harshit Tyagi
 32 Building a Habit of Reading Research Papers | Ft. Anurag Ghosh(Microsoft Researcher)
Building a Habit of Reading Research Papers | Ft. Anurag Ghosh(Microsoft Researcher)
Harshit Tyagi
 33 Tableau vs Python - Building a COVID tracker dashboard
Tableau vs Python - Building a COVID tracker dashboard
Harshit Tyagi
 34 [Explained] What is MLOps | Getting started with ML Engineering
[Explained] What is MLOps | Getting started with ML Engineering
Harshit Tyagi
 35 Dmitry Petrov - Creator of DVC | ML Systems, Teams, Scaling challenges, and Learning Data Science
Dmitry Petrov - Creator of DVC | ML Systems, Teams, Scaling challenges, and Learning Data Science
Harshit Tyagi
 36 Five hard truths about building a career in Data Science
Five hard truths about building a career in Data Science
Harshit Tyagi
 37 Computing gradients using TensorFlow | Training a Linear Regression model from scratch.
Computing gradients using TensorFlow | Training a Linear Regression model from scratch.
Harshit Tyagi
 38 Foundations for Data Science & ML - First steps for every beginner!
Foundations for Data Science & ML - First steps for every beginner!
Harshit Tyagi
 39 Course Outline - Foundations for Data Science & ML
Course Outline - Foundations for Data Science & ML
Harshit Tyagi
 40 How Machine Learning uses Linear Algebra to solve data problems
How Machine Learning uses Linear Algebra to solve data problems
Harshit Tyagi
 41 Calculus for ML - How much you should know to get started
Calculus for ML - How much you should know to get started
Harshit Tyagi
 42 Building a buzzing stocks news feed using NLP and Streamlit | Named Entity Recognition & Linking
Building a buzzing stocks news feed using NLP and Streamlit | Named Entity Recognition & Linking
Harshit Tyagi
 43 AI Engineer - The next big tech role!
AI Engineer - The next big tech role!
Harshit Tyagi
 44 AI researcher vs AI engineer | The next big tech role!
AI researcher vs AI engineer | The next big tech role!
Harshit Tyagi
 45 Reviewing LLMs for content creation
Reviewing LLMs for content creation
Harshit Tyagi
 46 Building a chatGPT-like bot on WhatsApp #coding #chatgpt #engineering
Building a chatGPT-like bot on WhatsApp #coding #chatgpt #engineering
Harshit Tyagi
 47 High Signal AI - the most action-oriented newsletter on the web! #ai
High Signal AI - the most action-oriented newsletter on the web! #ai
Harshit Tyagi
 48 Building an AI-powered Discord Chatbot Locally for FREE using Ollama
Building an AI-powered Discord Chatbot Locally for FREE using Ollama
Harshit Tyagi
 49 Build a second brain with Khoj 🧠 #ai #obsidian #plugins #productivity #engineering #notes
Build a second brain with Khoj 🧠 #ai #obsidian #plugins #productivity #engineering #notes
Harshit Tyagi
 50 Summarising YouTube Videos using Ollama on Discord | Becoming an AI Engineer - Ep 2
Summarising YouTube Videos using Ollama on Discord | Becoming an AI Engineer - Ep 2
Harshit Tyagi
 51 Watch the full video on my channel - Roadmap to become an AI Engineer.
Watch the full video on my channel - Roadmap to become an AI Engineer.
Harshit Tyagi
 52 Mesop - Python-based UI framework from Google!
Mesop - Python-based UI framework from Google!
Harshit Tyagi
 53 How I automated my YouTube | Gumloop tutorial | No Code
How I automated my YouTube | Gumloop tutorial | No Code
Harshit Tyagi
 54 ARC PRIZE - Win $1Million to Beat the ARC-AGI benchmark
ARC PRIZE - Win $1Million to Beat the ARC-AGI benchmark
Harshit Tyagi
 55 Microsoft's Autogen vs CrewAI - tested on a diverse range of use cases
Microsoft's Autogen vs CrewAI - tested on a diverse range of use cases
Harshit Tyagi
 56 Claude #AI artifacts are just amazing!
Claude #AI artifacts are just amazing!
Harshit Tyagi
 57 OpenAI releases CriticGPT to correct GPT-4's mistakes | Read the paper with me
OpenAI releases CriticGPT to correct GPT-4's mistakes | Read the paper with me
Harshit Tyagi
 58 Day in my life | Vlog #1
Day in my life | Vlog #1
Harshit Tyagi
 59 How to add AI Copilot to your application using CopilotKit | Tutorial
How to add AI Copilot to your application using CopilotKit | Tutorial
Harshit Tyagi
 60 Quick Questions with an AI Founder - Anudeep Yegireddi
Quick Questions with an AI Founder - Anudeep Yegireddi
Harshit Tyagi

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Chapters (13)

Where are we going with AI?
2:09 How to develop the skill to leverage AI
2:43 Step 1 - why learn programming
3:16 Courses to learn programming
4:46 Step 2 - AI fundamentals
5:29 Recommended courses for step 2
6:49 Step 3 - AI for Business
7:24 Courses for AI Business Fundamentals
9:19 Step 4 - Developing applications with AI
10:29 Courses to learn how to develop AI applications
12:30 Step 5 - Developing and fine-tuning LLMs
13:07 Courses to learn how to develop and deploy LLMs
15:39 How to get ALL these courses at a cheap price!
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