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!! 🚀

Links to official docs & YouTube Tutorials in the thread 🧵👇 1️⃣ NumPy

The most popular Python library for scientific computing.

Docs: 👇
numpy.org/doc/stable/use…

Video Tutorial: 👇

The ML code is only a small part of the Puzzle 🧩

The surrounding infrastructure is vast & this is where MLOps becomes important.

Resources to get started with MLOp! 🚀

A Thread 🧵👇 MLOps Specialization:
🔗 → tinyurl.com/MLOps-Coursera

MLOps/ Applied ML:
🔗 → madewithml.com

MLOps Project:
🔗 → tinyurl.com/zoomcar-camp

MLOps Book:
🔗 → tinyurl.com/ml-system-desi…

MLOps Platform:
🔗 → abacus.ai

Grab these top-rated AI/ Machine Learning books for FREE! 📚 🔥

Links in the thread 🧵👇 1️⃣ ISL

Tested by time and read by millions, the bible for statistical & classical machine learning.

Mathematical concepts are explained in a beginner friendly & intuitive way.

🔗 → tinyurl.com/ISLhastie

The missing semester in your college education!🧑‍🎓

If you want to:
- master the command-line
- use a powerful text editor (vim)
- become a data wrangling pro
- use fancy features of version control

Open this: Folks at MIT have created this amazing playlist on YouTube!

1️⃣ Shell Tools & Scripting

Check this out 👇

I have been writing code for 8 years now⏳

Today, I'll show you how ChatGPT is saving me hours of work everyday 🚀

A Thread 🧵👇 It helps me build models & customise them however I want 🔥

All I need is to provide all the specifications in plain english.

Check this out 👇

Here's how you can train a typical image classifier using TensorFlow 🚀

Let me break it down for you today!

A Thread 🧵👇 We start by importing the necessary modules from TensorFlow.

This includes the EarlyStopping & ModelCheckpoint callbacks.

( more on callbacks later in the 🧵 )

Check this out 👇

I started my career in Data Science back in 2016 ⏳

Here's a list of courses that I took!!

🧵👇🏻 1️⃣ Machine Learning by Andrew Ng

Tested by time and taken by millions.

Arguably the best course to start with 👍🏼

Check this out 👇
coursera.org/specialization…

Data Scientist or Software engineer, every programer must know Git!! 👊

Top resources to learn Git and Version Control for Free ✅

A Thread 🧵👇 1️⃣ Missing Semester by MIT

1 hour Version Control Lecture.

This one is my favourite 💙

Check this out👇

I have been solving problems using ML for 6 years now ⏳

Here's a list of Tech YouTube Channels I've ardently followed!! ✅

A Thread 🧵👇 1️⃣ Corey Schafer

Arguably the best python channel on YouTube 🔥

I have personally learned a lot from him ✅

Check this out 👇
youtube.com/c/Coreyms

Kornia is a Differentiable Library based on PyTorch.

Today, we learn about Warping image using perspective transform, an important Computer Vision concept!!

A Thread 🧵 👇
@kornia_foss First of all, we make necessary imports & load the original image.

Check this out👇

Power BI is an incredibly powerful tool to have for a Data Analyst!

Master Power BI with these FREE resources! 🚀

A Thread 🧵👇 1️⃣ Microsoft Learn

Official resources by Microsoft to learn Power BI 🚀

Check this out 👇
learn.microsoft.com/en-us/training…

Lambda functions in Python are a game-changer for writing elegant & efficient code!! 🔥

Let's understand them today! 🚀

A Thread 🧵👇 What are lambda functions ?

Simply put, they are small anonymous functions that are defined without a name.

Check out the syntax 👇

Boost your odds of landing a Data Science job in 2023 with these projects 🚀

A Thread 🧵 👇 1️⃣ GPT-3 Chatbot with Python 🤖

Build you own GPTChat like chat-bot 🔥

Check this out👇
jman4190.medium.com/how-to-build-a…

Become a data wrangling pro! 🔥

Eight Pandas operations you should master!! 🐼 🚀

-- explained with code snippets --

A Thread 🧵👇 1️⃣ Read/Write | Shuffle/Sample

Reading, writing, shuffling & sampling your data using Pandas.

Check this out 👇

Become a Google Certified Data Scientist
for FREE!! 🧑‍🎓

A Thread 🧵👇🏻 1️⃣ Python Basics for Data Analysis

Check this out 👇
learndigital.withgoogle.com/digitalunlocke…

Kornia is a Differentiable Library based on PyTorch.

💫 Build a 𝑭𝒂𝒄𝒆 𝑫𝒆𝒕𝒆𝒄𝒕𝒐𝒓 in just a few lines of Python code using Kornia.

A Thread 🧵👇
@kornia_foss 1️⃣ Import necessary libraries.

Check this out👇

I started my career in Data Science back in 2016 ⏳

Here's a detailed roadmap to learn Data Science/ Machine Learning in 2023! ✨

-- A Thread -- If you are new to programming and just getting started.

There isn't a better place to learn Python than @davidjmalan 's CS50p.

Beautiful explanations and great projects.
It's a complete package ⚡️

Check this out 👇
cs50.harvard.edu/python/2022/

I have been solving problems using ML for 6 years now. ⏳

Here are the Books that have helped me during this journey! 📚

A Thread 🧵👇 1️⃣ ISL

Tested by time and read by millions, the bible for statistical & classical machine learning.

Mathematical concepts are explained in a beginner friendly & intuitive way.

A must read for anyone starting in machine learning. 👍

Master Excel for FREE!! 🚀

A Thread 🧵👇 1️⃣ freeCodeCamp | Microsoft Excel

2.5 hrs Full Course 🔥

Six hand-on projects to teach you Excel ✅

Check this out👇

The likes of Google, Microsoft & IBM are offering FREE Data Scientist & Analyst certifications 🧑‍🎓

Level up your game in 2023! 🚀

A Thread 🧵👇 1️⃣ Google Data Analyst Certification:

Provides all the skills you need to find a job in the field of data analytics.

Check this out👇
grow.google/intl/en_in/dat…

PCA from scratch using Python 🔥

Principal Component Analysis is a powerful technique for dimensionality reduction and data visualisation.

-- step by step explanation with code --

A Thread 🧵👇 We'll use wine_dataset which has 13 features (dimensions) originally!!

Check this out 👇