5 Python Clean Code Tips 1️⃣ Always specify return types
2️⃣ Use Type Hints
3️⃣ Avoid if-else pyramids
4️⃣ Use *args
5️⃣ Avoid pass/ellipses

In my 11 years of working in tech I've had ZERO bad appraisals

Today let's try to understand corporate appraisals.

• What are appraisals ?
• How do they work ?
• Reviews & Ratings
• Increasing your odds of getting a better appraisal !!! Disclaimer !!!

Appraisal processes vary from company to company & heavily linked with market conditions but the general framework used by most companies to give appraisals more or less remains the same & the points shared here are for knowledge sharing & not a framework

Use these 8️Github repositories to learn Python better🚀🚀🚀 1️ A collection of useful scripts, tutorials, and other Python-related things

github.com/rasbt/python_r…

No Bullshit Tips For Cracking A Tech Interview As A Grad

I've interviewed a few hundred graduates by now. Interviews aren't college exams, they are two way conversations and here is what the successful candidates did right.

[ Bookmark for later 🔖 ] { The Resume Is Your First Impression - Make It Count }

• A clearly crafted resume showing you projects, academia and skills that you can actually demonstrate

• Anything that you don't know shouldn't be there just because it's trending in the market

Kaggle is a superb platform for Python & Machine Learning

Open this if you wish to use it to maximum potential ⏬⏬⏬ { Explore the Learn Section }

✅ Knowledge goldmine
✅ Resource to learn everything you need to get started & free

kaggle.com/learn

I've been writing about Python, Machine Learning & Data Science on Twitter for over a year now !!!

Here are some of my best posts covering
~ Tutorials
~ YT Videos
~ Certifications

& More 💪 Machine Learning Resources Mega Thread

https://twitter.com/_jaydeepkarale/status/1676981695910920192

FREE cheat-sheets for Data Visualization & Python !!! Before we begin a humble request to subscribe to my channel !!!

youtube.com/@jaydeepkarale

Data is everywhere, but making sense of it can be challenging, this is the reason Data Analysts is one of the highest paying professions

Pairing Data Analysis and Python will make you unstoppable

A roadmap of all things you need for getting started !!! What Do Data Analysts Do ?

The job of a Data analyst is extracting insights from data by cleaning, modeling and presenting it in the form of reports & dashboards.

Simply put, data analysts tell stories using data.

Learning Python ?

Build these projects to strengthen your understanding ⬇️ { IMDB Scrapper }

thecleverprogrammer.com/2021/06/02/scr…

6 career options after learning Python which offer BIG SALARIES 💰 💰🚀 1️⃣ Python Back-end Engineer

🟢 Develop standalone components back-ends using core Python,

🟠 Write REST APIs using Django, Flask or other frameworks

🔵 Help write scripts to automate tasks

Interested in diving into the world of machine learning in 2023?

Statistics and probability are the fundamental pillars you can't ignore 💪

Use these 4️⃣ resources to learn them 🧵

📷 @markuswinkler khanacademy.org/math/statistic…

🐍 Python libraries you may be interested in for working with financial market data 🚀

⚠️ API Keys required for some !!!

Thanks to Carlos Muza for making this photo Before we proceed, a humble request to subscribe to my YouTube channel :)

It's FREE 🚀

youtube.com/@jaydeepkarale

🐍 x 🐋

Want to deploy your Python app easily and consistently across multiple environments?

Dockerize it 💪

Here's a step-by-step guide to get you started 🧵

Image Source ~ Google 🟢First, create a Dockerfile in the root directory of your project.

🟠 This file tells Docker how to build your app. Here's an example

Thread on Machine Learning repositories to level up you skills 🚀

~Image Credit fsm. ac. in 1️⃣ A multi-month study plan for Machine Learning

github.com/ZuzooVn/machin…

Mega thread on Machine Learning

Bookmark these FREE RESOURCES 🚀🚀🚀
🟢 Videos
🔵 Books
🟠 Github Projects Machine Learning Tutorial for Beginners

kaggle.com/code/kanncaa1/…

Free certification which are "Good to have" to boost your resume

🐍 Python
🤖 Machine Learning
🧠 NLP { Dataflair 🐍 Python }

data-flair.training/python-course/

Deploying Machine Learning Model With Flask-RESTful 🧠

✅ Objective: Predict salary of candidate based on experience, test score & interview

Libraries used

1) Scikit Learn 🚀
2) Numpy 🚀
3) Flask-RESTful 🚀 Before we begin my previous threads on FLASK-RESTful should be studied to understand some important concepts used to build the app

https://twitter.com/_jaydeepkarale/status/1666083276925333508?s=20

20 Python project ideas from beginner to advanced

🧵 🧵 🧵 Preparing for a Python interview ? Check this awesome resource

educative.io/path/ace-pytho…

Kaggle is a goldmine for Python & Machine Learning

Open this if you wish to use it to maximum potential ⏬⏬⏬ { Explore the Learn Section }

✅ Knowledge goldmine
✅ Resource to learn everything you need to get started & free

kaggle.com/learn

Implementing Linear Regression from scratch 🧵

Problem Statement: Model the demand for shared bikes with the available independent variables

Libraries used
> pandas
> numpy
> seaborn
> scikit-learn
> matplotlib Step 1: Reading dataset and inspecting it

Datasets can be messy and have missing data

✅ Just `pip install missingno`

A 🧵 on this handy library you can use in Machine learning to get visual summary of the dataset In case you missed the previous threads in this series ⬇️

https://twitter.com/_jaydeepkarale/status/1654178019869851648