How I’d learn AI / ML in 2024 (if I could start over)



šŸš€ Master AI, Machine Learning and Data Science in 2024 with this Ultimate Roadmap!

Ready to dive into the world of data science and machine learning? All you need is a laptop and this step-by-step guide to becoming a data science in just 6 key steps! šŸ’»šŸ“ˆ

šŸ”— Step 1: Coding and Python
Begin with the basics! Master coding, especially in Python, the backbone of data science. Check out Mosh’s Python tutorial for a solid foundation

Python tutorial by Mosh šŸ‘‰ https://www.youtube.com/watch?v=_uQrJ0TkZlc&t=4s
APIs for Beginners 2023 šŸ‘‰ https://www.youtube.com/watch?v=WXsD0ZgxjRw
Python API Development šŸ‘‰ https://www.youtube.com/watch?v=0sOvCWFmrtA
ChatGPT Prompt Engineering šŸ‘‰ https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/

Bonus:

šŸ”— Step 2: Math Fundamentals
Build a strong math foundation with Khan Academy’s Probability and Statistics courses. Essential for constructing a hypothesis testing framework and analyzing data distributions! šŸ“ŠšŸ§®

Khan Academy šŸ‘‰ https://www.khanacademy.org/math/statistics-probability

šŸ”— Step 3: Data Analytics Stack
Combine coding and math to produce data insights! Dive into Udacity’s “Intro to Data Analysis” and master SQL for data roles. Don’t forget to add Tableau for stunning visualizations! šŸ“ŠšŸ“ˆ

Intro to Data Analysis šŸ‘‰ https://www.udacity.com/course/intro-to-data-analysis–ud170
SQL for Data Analysis šŸ‘‰ https://www.udacity.com/course/sql-for-data-analysis–ud198
Tableau Crash Course šŸ‘‰ https://www.youtube.com/watch?v=TPMlZxRRaBQ

šŸ”— Step 4: Machine Learning
Become a machine learning maestro with Deeplearning AI’s free “Machine Learning Specialization.” Dive into classical ML models, neural networks, and more! šŸ¤–šŸš€

Machine Learning Specialization šŸ‘‰ https://www.deeplearning.ai/courses/machine-learning-specialization/

šŸ”— Step 5: Deep Learning Insights
Get ready for the deep dive with the “Deep Learning Specialization” by Deeplearning AI. Explore big neural networks, computer vision models, and natural language processing. Unleash your potential! šŸ’”šŸ”

Deep Learning Specialization šŸ‘‰ https://www.deeplearning.ai/courses/deep-learning-specialization/
LangChain šŸ‘‰ https://www.deeplearning.ai/short-courses/langchain-for-llm-application-development/

šŸ”— Step 6: Showcase Your Skills – Projects Matter!
Projects are your showcase to the world! Tackle unique projects that set you apart in the competitive field. Need inspiration? Check out our data science project on Naruto! šŸ“ŠšŸ“š

Awesome Data science Portfolio project šŸ‘‰ https://www.youtube.com/watch?v=skkm2z9IWeY&t=38s

šŸ”‘ TIMESTAMPS
================================
0:00 – Introduction
0:57 – Step 1: Coding
5:59 – Step 2: Maths
7:37 – Step 3: Data Analysis
9:44 – Step 4: Machine Learning
10:50- Step 4: Deep Learning
12:42- Step 5: Projects

Credits:
Video by freepik: https://www.freepik.com/free-video/senior-hiker-standing-top-mountain-sunset-enjoying-landscape_473983#fromView=search&term=motivation&track=ais&page=1&position=3&uuid=2555d5bd-e421-4c7d-85ee-98514c1f2448

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