Thread by @PiyalBanik

Want to learn Data Science but confused about where to start and what to follow?

Here are the ultimate 12 months Learning path to becoming a Data Scientist 👨‍🎓

Note: I'm personally following this roadmap

🧵👇

#DataScience #MachineLearning #100DaysOfCode #66DaysOfCode #Python

Since we're currently in July, so start from this month.

Understanding Data Science and getting started with Python
- what is data science?
- what does a data scientist do?
- find out various resources
- Set up the system
- Learn Python basics
- Introduction to Pandas & Numpy

August -

Mathematics, Statistics & SQL
- Linear Algebra
- Introduction to Probability
- Statistics - inferential & descriptive
- Exploratory Data Analysis
- SQL for Data science
- Projects on EDA and SQL

Start engaging in the Data Science & Machine Learning community

September -

Basic Machine Learning Algorithms
- Understand Machine Learning Pipeline
- Linear Regression
- Logistic Regression
- Regression Project
- Decision Tree
- Naive Bayes
- Support Vector Machines
- Feature Engineering
- Classification Project

Work on @github Profile

October -

Learn about Ensemble Models and Techniques
- Unsupervised Learning
- Unsupervised Projects
- Understand Ensemble Learning
- Random Forest
- Boosting Algorithms
- Advanced Ensemble Learning

Start Participating in competitions @kaggle

November -

Learn about Validation, Hyperparameter tuning & Time Series
- Validation Strategies
- Hyperparameter tuning
- Time Series
- Time Series Project

Build Resume and apply for Internships

December -

Getting started with Neural Networks & Deep Learning
- Setup the system for Deep Learning or learn using @GoogleColab
- Introduction to Deep Learning (ANN)
- Introduction to Keras

Start writing Articles

January 2022 -

Convolutional Neural Network
- Understand CNN
- Image classification using Keras
- Transfer Learning in Computer Vision

Explore @TensorFlow / @PyTorch

February -

Computer Vision Projects
- Project 1: Color Detection
- Project 2: Perform Face Detection on Family Photos.
- Project 3: Human Emotion and Gesture Recognition

March -

Natural Language Processing
- Understand RNN, LSTM, GRU
- Text Preprocessing & Cleaning
- Text Classification

April -

Advanced Natural Language Processing
- Text Summarisation
- Word Embeddings
- Topic Modelling
- NLP Project
- Transfer Learning in NLP

May -

Explore ML Cloud Platforms
- Amazon Web Services @awscloud
- Google Cloud @googlecloud
- Azure @Azure
- IBM Cloud @IBMcloud

June -

Big Data Tools
- Tableau or PowerBI or QlikView
- Hadoop
- Spark
- Hive

Congratulations 🥳🎉
You are ready as a Data Scientist.

That's it for the thread 👋

A retweet for the first one would really mean a lot 🙏

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