My lecture at MIT!โจ
From Physics to Linear Algebra & Machine learning, I have learned a lot from MIT!
Yesterday, I had the honour of delivering a guest lecture on The state of AI Engineering, exploring:
- Prompt Engineering
- Retrieval Augmented Generation.
- Fine-Tuningโฆ
Harvard university is offering FREE world class education in Data Science!
Courses cover:
- Python
- Data Visualization
- Probability
- Statistics
- Machine Learning
- Data Science: Capstone
A project-based pedagogy that allows you to learn while building! ๐
Read more!๐
Microsoft is offering FREE courses in following areas:
- AI
- IOT
- Data Science
- Machine Learning
A project-based pedagogy that allows you to learn while building! ๐
Read More ...๐
MIT offers free courses in following areas:
- Python
- Machine Learning
- Deep Learning
- Probability & Statistics
- Linear Algebra
A comprehensive curriculum where you get to learn from the best!
Read more ๐งต๐
Don't pay ridiculous amount of money to learn Python, Machine Learning & Data Science.
The likes of Google, Microsoft & Top universities like Harvard, Stanford & MIT are offering these for FREE ๐
A Thread ๐งต๐
Harvard university is offering FREE world class education in Data Science!
Courses cover:
- Python
- Data Visualization
- Probability
- Statistics
- Machine Learning
- Data Science: Capstone
A project-based pedagogy that allows you to learn while building! ๐
Read more ๐งต๐
Harvard university is offering FREE world class education in Data Science!
Courses cover:
- Python
- Data Visualization
- Probability
- Statistics
- Machine Learning
- Data Science: Capstone
A project-based pedagogy that allows you to learn while building! ๐
Read more!๐
Microsoft has launched one of the most comprehensive course on Generative AI!
This course is 18 lessons, where each lesson covers its own topic so start wherever you would like!
Lessons are labeled either "Learn" lessons explaining a Generative AI concept or "Build" lessonsโฆ
Microsoft is offering FREE courses in following areas:
- AI
- IOT
- Data Science
- Machine Learning
A project-based pedagogy that allows you to learn while building! ๐
Read More ๐งต๐
Eigenvalues & Eigenvectors clearly explained!
The concept of eigenvalues & eigenvectors is widely known yet poorly understood!
Today, I'll clearly explain their meaning & significance.
Let's go! ๐
Google has created a Generative AI learning path with 9 FREE courses!
Topics cover:
- Intro to LLMs
- Attention Mechanism
- Image Generation/Captioning
- Intro to Responsible AI
From the fundamentals of LLMs to creating & deploying generative AI solutions! ๐
Read more ๐งต๐
Mastery over ๐ฌ๐๐๐๐ always pays off ๐
Top free resources for ๐ซ๐๐๐ ๐จ๐๐๐๐๐๐๐๐ using ๐ฌ๐๐๐๐ ๐
A Thread ๐งต๐
Microsoft is offering FREE courses in following areas:
- AI
- IOT
- Data Science
- Machine Learning
A project-based pedagogy that allows you to learn while building! ๐
Read More ๐งต๐
Microsoft & LinkedIn just released a professional certificate in Generative AI!
It's FREE & comes in 5 course:
- Introduction to AI.
- What is Generative AI.
- The evolution of Search. ๐
- Streamline you work w/t Bing Chat.
- Ethics in the Age of Generative AI.
Read more ๐งต๐
๐ด LaTeX for Python ๐
๐ก Maths descriptions for functions
๐ข Jupyter Notebook ๐ in 2nd Tweet
๐ซ It's a powerful tool for documenting your code ๐
Check this out ๐
This Python library is so powerful! ๐ฅ
Introducing pix2tex! ๐
Now you can convert images of equations into LaTeX in just 5 lines of code!๐
from PIL import Image
from pix2tex.cli import LatexOCR
img = Image. open('path/to/image.png')
model = LatexOCR()
print(model(img))โฆ
Businesses need data analysis more than ever!
Microsoft offers a highly practical & hands-on roadmap to become a skilled Data Analyst! ๐งโ๐
You will learn:
- Story telling
- Data modeling
- Data visualization
- Decision making
- Data analysis in Power BI
A Thread ๐งต๐
Microsoft is offering FREE courses in following areas:
- AI
- IOT
- Data Science
- Machine Learning
A project-based pedagogy that allows you to learn while building! ๐
Read More ...๐
Linear Regression clearly Explained!
Linear Regression models relationship between a dependant variable (y) & two or more independent variables (x1, x2 ...)
โ๏ธFor the sake of simplicity we discuss linear regression with a single independent variable.
Mathematicalโฆ
Arguably, the best Linear Algebra course out there.
It's Free!
Taught by MIT's legendary Professor Gilbert Strang.
Build a strong foundation in mathematics for machine learning!
Check this out๐
I started my career in Data Science back in 2016 โณ
Being self-taught, I came across several courses and books, but these are some of my favourites! ๐
1๏ธโฃ ISL
Tested by time and read by millions, the bible for statistical & classical machine learning.
Mathematical conceptsโฆ
Introducing PivotTableJS ๐
๐๐ข๐ฏ๐จ๐ญ๐๐๐๐ฅ๐๐๐ lets you interactively analyse your data in Jupyter Notebooks without any code ๐ฅ
Check this out๐
100k is not far!! โจ
And we are back with a giveaway! ๐
To make it extra special, in addition to the books, my favorite keyboard, the Logitech MX Keys is also up for grabs! ๐ฅ
I'll be giving 7 followers the item of their choice!! ๐
This is how you can participate:
1. Likeโฆ
Linear Regression clearly Explained!๐
Linear Regression models relationship between a dependant variable (y) & two or more independent variables (x1, x2 ...)
โ๏ธFor the sake of simplicity we discuss linear regression with a single independent variable.
Mathematicalโฆ
MIT offers free courses in following areas:
- Python
- Machine Learning
- Deep Learning
- Probability & Statistics
- Linear Algebra
A comprehensive curriculum where you get to learn from the best!
Read more...๐
K-Means has two major problems:
- Number of clusters must be known
- Doesn't handle outliers
But there's a solution!
Introducing DBSCAN, a Density based clustering algorithm. ๐
Read more ๐งต๐
Understanding execution order of SQL queries!
Before you can optimize SQL queries, you must understand their order of execution!
The order of execution is different from how you write it, here's the actual order:
1๏ธโฃ FROM: Determines the tables of interest
2๏ธโฃ JOIN: Joins theโฆ
If you want to learn Data Science & ML from first principles, this platform is an absolute goldmine!
Highly engaging interactive learning material on:
- Python
- Data Science
- Machine Learning
- Mathematics for ML
Here's what you need to know: ๐
MIT offers free courses in following areas:
- Python
- Machine Learning
- Deep Learning
- Probability & Statistics
- Linear Algebra
A comprehensive curriculum where you get to learn from the best!
Read more...๐
PCA from scratch using Python ๐ฅ
Principal Component Analysis is a powerful technique for dimensionality reduction and data visualisation.
-- step by step explanation with code --
A Thread ๐งต๐
We've all dealt with activation functions while working with neural nets.
- Sigmoid
- Tanh
- ReLu & Leaky ReLu
- Gelu
Ever wondered why they are so importantโ๐ค
Let me explain it to you in this ๐งต๐
Mathematics for Deep Learning!
A comprehensive guide covering:
- Calculus
- Linear Algebra
- Probability Theory
Set yourself on the path towards a deep understanding of deep learning.
Link in the next tweet!
Looking for an open source OCR solution, try Surya!
Surya is a document OCR toolkit that does:
- OCR in 90+ languages
- Line-level text detection in any language
- Reading order detection
- Layout analysis (table, image, header, etc detection)
Pretty much everything you needโฆ
Harvard university is offering FREE world class education in Data Science!
Courses cover:
- Python
- Data Visualization
- Probability
- Statistics
- Machine Learning
- Data Science: Capstone
A project-based pedagogy that allows you to learn while building! ๐
Read more!๐
A strong foundation in Mathematics can help you excel in the field of Data Science!
Today, I'll share some top FREE resources on Maths for ML.
Topics cover:
- Linear Algebra
- Calculus
- Prob/Stats
- Applied Bayesian Modeling
- Probabilistic Machine Learning
Let's go! ๐
I started my career in Data Science back in 2016 โณ
Here's a detailed roadmap for those starting out today!
What's covered:
- Python
- Machine Learning
- Maths for ML
- ML Books
- MLOps
- LLMs
A Thread ๐งต๐
Arguably, the best linear algebra course out there.
It's Free!
Taught by MIT's legendary Professor Gilbert Strang.
Build a strong foundation in mathematics for machine learning!
Check this ๐
I started my career in Data Science back in 2016. โณ
Today, I am sharing some valuable resources that have helped me during this journey!
Includes:
- Courses
- Books
- A Python roadmap
- Blogs/Newsletters
- MLOps resources
Read more ๐งต๐
Here are 9 ML algorithms that you should master.
1๏ธโฃTransformers:
Transformers led to the LLMs revolution we see today, they leverage attention mechanisms to process input data in parallel, providing swift and efficient training.
BERT and GPT are some popular architectures.โฆ
I started my career in Data Science back in 2016.
Here's a List of Python/ Machine Learning libraries I would urge you to master!! ๐
A Thread ๐งต๐