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How Iโ€™d learn AI / ML in 2024 (if I could start over)



๐Ÿš€ 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! ๐Ÿ’ป๐Ÿ“ˆ

๐Ÿ”— Step 1: Coding and Python
Begin with the basics! Master coding, especially in Python, the backbone of data science. Check out Moshโ€™s Python tutorial for a solid foundation

Python tutorial by Mosh ๐Ÿ‘‰ https://www.youtube.com/watch?v=_uQrJ0TkZlc&t=4s
APIs for Beginners 2023 ๐Ÿ‘‰ https://www.youtube.com/watch?v=WXsD0ZgxjRw
Python API Development ๐Ÿ‘‰ https://www.youtube.com/watch?v=0sOvCWFmrtA
ChatGPT Prompt Engineering ๐Ÿ‘‰ https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/

Bonus:

๐Ÿ”— Step 2: Math Fundamentals
Build a strong math foundation with Khan Academyโ€™s Probability and Statistics courses. Essential for constructing a hypothesis testing framework and analyzing data distributions! ๐Ÿ“Š๐Ÿงฎ

Khan Academy ๐Ÿ‘‰ https://www.khanacademy.org/math/statistics-probability

๐Ÿ”— Step 3: Data Analytics Stack
Combine coding and math to produce data insights! Dive into Udacityโ€™s โ€œIntro to Data Analysisโ€ and master SQL for data roles. Donโ€™t forget to add Tableau for stunning visualizations! ๐Ÿ“Š๐Ÿ“ˆ

Intro to Data Analysis ๐Ÿ‘‰ https://www.udacity.com/course/intro-to-data-analysisโ€“ud170
SQL for Data Analysis ๐Ÿ‘‰ https://www.udacity.com/course/sql-for-data-analysisโ€“ud198
Tableau Crash Course ๐Ÿ‘‰ https://www.youtube.com/watch?v=TPMlZxRRaBQ

๐Ÿ”— Step 4: Machine Learning
Become a machine learning maestro with Deeplearning AIโ€™s free โ€œMachine Learning Specialization.โ€ Dive into classical ML models, neural networks, and more! ๐Ÿค–๐Ÿš€

Machine Learning Specialization ๐Ÿ‘‰ https://www.deeplearning.ai/courses/machine-learning-specialization/

๐Ÿ”— Step 5: Deep Learning Insights
Get ready for the deep dive with the โ€œDeep Learning Specializationโ€ by Deeplearning AI. Explore big neural networks, computer vision models, and natural language processing. Unleash your potential! ๐Ÿ’ก๐Ÿ”

Deep Learning Specialization ๐Ÿ‘‰ https://www.deeplearning.ai/courses/deep-learning-specialization/
LangChain ๐Ÿ‘‰ https://www.deeplearning.ai/short-courses/langchain-for-llm-application-development/

๐Ÿ”— Step 6: Showcase Your Skills โ€“ 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! ๐Ÿ“Š๐Ÿ“š

Awesome Data science Portfolio project ๐Ÿ‘‰ https://www.youtube.com/watch?v=skkm2z9IWeY&t=38s

๐Ÿ”‘ TIMESTAMPS
================================
0:00 โ€“ Introduction
0:57 โ€“ Step 1: Coding
5:59 โ€“ Step 2: Maths
7:37 โ€“ Step 3: Data Analysis
9:44 โ€“ 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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