Deep Learning Roadmap 2025: A Step-by-Step Guide with Free Resources!

Are you looking to start learning deep learning but don't know where to begin? In this video, Aqsa Zafar shares a complete Deep Learning Roadmap for 2024, tailored for beginners. From improving your math skills to mastering deep learning algorithms and frameworks like TensorFlow and PyTorch, this guide provides a clear step-by-step path.

What You Will Learn:

1. Essential Math Skills (Probability, Linear Algebra, Calculus)
2. Programming Languages (Python, R) and the best resources to learn them
3. Data Wrangling (ETL, Data Pre-processing, SQL)
4. Machine Learning Algorithms (Naive Bayes, SVM, KNN)
5. Deep Learning Algorithms (Neural Networks, CNN, RNN)
6. Deep Learning Frameworks (TensorFlow, PyTorch, Keras)
7. Hands-On Project Ideas to enhance your skills

This roadmap covers everything you need to get started with deep learning. Whether you’re a beginner or looking to strengthen your knowledge, this guide will help you move forward.

Resources Mentioned:

Resources for Learning Statistics & Maths

1. Intro to Statistics (Udacity Free Course)
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fintro-to-statistics--st101
2. Linear Algebra Refresher Course(Udacity Free Course)
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fai-programming-python-nanodegree--nd089
3. Basic Statistics (Online Course)
https://coursera.pxf.io/GjYYQm

Resources for Learning Python Programming

1. Introduction to Python Programming(Udacity Free Course)
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fintroduction-to-python--ud1110
2. The Python Tutorial (PYTHON.ORG)
https://docs.python.org/3/tutorial/index.html
3. CS DOJO (YouTube)
https://www.sololearn.com/Course/Python/

-Resources for Learning Data Wrangling and SQL.–

1. W3Schools
https://www.w3schools.in/dbms/intro/
2. SQL for Data Analysis(Udacity Free Course)
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fsql-for-data-analysis--ud198
3. SQL for Data Science (edX Free to Audit Course)
https://tidd.ly/3rbz7uz
-Resources for Learning Machine Learning–

1. Machine Learning by Georgia Tech(Udacity Free Course)
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fintro-to-machine-learning-with-tensorflow-nanodegree--nd230
2. Introduction to Machine Learning Course(Udacity Free Course)
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fintro-to-machine-learning--ud120
3. Machine Learning: Unsupervised Learning (Udacity Free Course)
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Funsupervised-learning--cd0026

-Resources for Learning Deep Learning–

1. Deep Learning Specialization (deeplearning.ai)
https://coursera.pxf.io/WDPPNM
2. Deep Learning– Udacity
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fdeep-learning-nanodegree--nd101
3. Intro to Deep Learning with PyTorch– Udacity FREE Course
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fdeep-learning-pytorch--ud188

-Resources for Learning Deep Learning Frameworks–

1. Intro to Deep Learning with PyTorch– Udacity FREE Course
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fdeep-learning-pytorch--ud188
2. Intro to TensorFlow for Deep Learning– Udacity FREE Course
https://click.linksynergy.com/deeplink?id=Vrr1tRSwXGM&mid=53187&murl=https%3A%2F%2Fwww.udacity.com%2Fcourse%2Fintro-to-tensorflow-for-deep-learning--ud187
3. Introduction to Deep Learning & Neural Networks with Keras– Coursera
https://coursera.pxf.io/jWjvvb

For More Deep Learning Resources, check this blog- https://www.mltut.com/deep-learning-roadmap/

Why Deep Learning Is Important:
Deep learning is revolutionizing industries like healthcare, finance, and entertainment. This beginner’s guide to deep learning covers the basics and takes you through everything you need to know, including machine learning basics, deep learning tutorial, and working with frameworks like TensorFlow and PyTorch.

Get started on your AI learning path today!

Видео Deep Learning Roadmap 2025: A Step-by-Step Guide with Free Resources! канала MLTut