Akshay πŸš€ Profile picture
Here to simplify python, maths & machine learning for you. πŸ‘¨β€πŸ’» Sr DataScientist @tomtom | πŸŽ“BITS Pilani | 3patents | πŸ“© to Colab | πŸ”— β†’ https://t.co/wJAWnkjqX5
Mother Data Profile picture 1 added to My Authors
Jan 28 β€’ 12 tweets β€’ 6 min read
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!! πŸš€

Links to official docs & YouTube Tutorials in the thread πŸ§΅πŸ‘‡ 1️⃣ NumPy

The most popular Python library for scientific computing.

Docs: πŸ‘‡
numpy.org/doc/stable/use…

Video Tutorial: πŸ‘‡
Jan 27 β€’ 4 tweets β€’ 3 min read
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! πŸš€

A Thread πŸ§΅πŸ‘‡ MLOps Specialization:
πŸ”— β†’ tinyurl.com/MLOps-Coursera

MLOps/ Applied ML:
πŸ”— β†’ madewithml.com

MLOps Project:
πŸ”— β†’ tinyurl.com/zoomcar-camp

MLOps Book:
πŸ”— β†’ tinyurl.com/ml-system-desi…

MLOps Platform:
πŸ”— β†’ abacus.ai
Jan 25 β€’ 6 tweets β€’ 3 min read
Grab these top-rated AI/ Machine Learning books for FREE! πŸ“š πŸ”₯

Links in the thread πŸ§΅πŸ‘‡ 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.

πŸ”— β†’ tinyurl.com/ISLhastie
Jan 24 β€’ 7 tweets β€’ 2 min read
The missing semester in your college education!πŸ§‘β€πŸŽ“

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 πŸ‘‡
Jan 24 β€’ 8 tweets β€’ 2 min read
I have been writing code for 8 years now⏳

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

A Thread πŸ§΅πŸ‘‡ It helps me build models & customise them however I want πŸ”₯

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

Check this out πŸ‘‡
Jan 22 β€’ 8 tweets β€’ 3 min read
Here's how you can train a typical image classifier using TensorFlow πŸš€

Let me break it down for you today!

A Thread πŸ§΅πŸ‘‡ We start by importing the necessary modules from TensorFlow.

This includes the EarlyStopping & ModelCheckpoint callbacks.

( more on callbacks later in the 🧡 )

Check this out πŸ‘‡
Jan 17 β€’ 8 tweets β€’ 4 min read
I started my career in Data Science back in 2016 ⏳

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

πŸ§΅πŸ‘‡πŸ» 1️⃣ Machine Learning by Andrew Ng

Tested by time and taken by millions.

Arguably the best course to start with πŸ‘πŸΌ

Check this out πŸ‘‡
coursera.org/specialization…
Jan 15 β€’ 7 tweets β€’ 3 min read
Data Scientist or Software engineer, every programer must know Git!! πŸ‘Š

Top resources to learn Git and Version Control for Free βœ…

A Thread πŸ§΅πŸ‘‡ 1️⃣ Missing Semester by MIT

1 hour Version Control Lecture.

This one is my favourite πŸ’™

Check this outπŸ‘‡
Jan 13 β€’ 10 tweets β€’ 4 min read
I have been solving problems using ML for 6 years now ⏳

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

A Thread πŸ§΅πŸ‘‡ 1️⃣ Corey Schafer

Arguably the best python channel on YouTube πŸ”₯

I have personally learned a lot from him βœ…

Check this out πŸ‘‡
youtube.com/c/Coreyms
Jan 12 β€’ 5 tweets β€’ 2 min read
Kornia is a Differentiable Library based on PyTorch.

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

A Thread 🧡 πŸ‘‡
@kornia_foss First of all, we make necessary imports & load the original image.

Check this outπŸ‘‡
Jan 11 β€’ 7 tweets β€’ 3 min read
Power BI is an incredibly powerful tool to have for a Data Analyst!

Master Power BI with these FREE resources! πŸš€

A Thread πŸ§΅πŸ‘‡ 1️⃣ Microsoft Learn

Official resources by Microsoft to learn Power BI πŸš€

Check this out πŸ‘‡
learn.microsoft.com/en-us/training…
Jan 10 β€’ 6 tweets β€’ 2 min read
Lambda functions in Python are a game-changer for writing elegant & efficient code!! πŸ”₯

Let's understand them today! πŸš€

A Thread πŸ§΅πŸ‘‡ What are lambda functions ?

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

Check out the syntax πŸ‘‡
Jan 7 β€’ 9 tweets β€’ 3 min read
Boost your odds of landing a Data Science job in 2023 with these projects πŸš€

A Thread 🧡 πŸ‘‡ 1️⃣ GPT-3 Chatbot with Python πŸ€–

Build you own GPTChat like chat-bot πŸ”₯

Check this outπŸ‘‡
jman4190.medium.com/how-to-build-a…
Jan 6 β€’ 12 tweets β€’ 4 min read
Become a data wrangling pro! πŸ”₯

Eight Pandas operations you should master!! 🐼 πŸš€

-- explained with code snippets --

A Thread πŸ§΅πŸ‘‡ 1️⃣ Read/Write | Shuffle/Sample

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

Check this out πŸ‘‡
Jan 4 β€’ 8 tweets β€’ 3 min read
Become a Google Certified Data Scientist
for FREE!! πŸ§‘β€πŸŽ“

A Thread πŸ§΅πŸ‘‡πŸ» 1️⃣ Python Basics for Data Analysis

Check this out πŸ‘‡
learndigital.withgoogle.com/digitalunlocke…
Jan 3 β€’ 7 tweets β€’ 3 min read
Kornia is a Differentiable Library based on PyTorch.

πŸ’« Build a 𝑭𝒂𝒄𝒆 𝑫𝒆𝒕𝒆𝒄𝒕𝒐𝒓 in just a few lines of Python code using Kornia.

A Thread πŸ§΅πŸ‘‡
@kornia_foss 1️⃣ Import necessary libraries.

Check this outπŸ‘‡
Jan 1 β€’ 12 tweets β€’ 6 min read
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 πŸ‘‡
cs50.harvard.edu/python/2022/
Dec 31, 2022 β€’ 8 tweets β€’ 4 min read
I have been solving problems using ML for 6 years now. ⏳

Here are the Books that have helped me during this journey! πŸ“š

A Thread πŸ§΅πŸ‘‡ 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. πŸ‘
Dec 30, 2022 β€’ 7 tweets β€’ 2 min read
Master Excel for FREE!! πŸš€

A Thread πŸ§΅πŸ‘‡ 1️⃣ freeCodeCamp | Microsoft Excel

2.5 hrs Full Course πŸ”₯

Six hand-on projects to teach you Excel βœ…

Check this outπŸ‘‡
Dec 29, 2022 β€’ 7 tweets β€’ 3 min read
The likes of Google, Microsoft & IBM are offering FREE Data Scientist & Analyst certifications πŸ§‘β€πŸŽ“

Level up your game in 2023! πŸš€

A Thread πŸ§΅πŸ‘‡ 1️⃣ Google Data Analyst Certification:

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

Check this outπŸ‘‡
grow.google/intl/en_in/dat…
Dec 26, 2022 β€’ 6 tweets β€’ 2 min read
PCA from scratch using Python πŸ”₯

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

-- step by step explanation with code --

A Thread πŸ§΅πŸ‘‡ We'll use wine_dataset which has 13 features (dimensions) originally!!

Check this out πŸ‘‡