ൎȰȱ Machine Learning

Introduction to Data Science & Machine Learning in Materials Science

Please Render any notebook live from - NBVIEWER

1.  My Projects: ML for DFT

       Project Notebook

2.  Learning Resources

      2.1 Nano-Hub Modules

             Must watch and Complete VVI**    My notebook    ⚛ My next Notebook

       2.2 Deep Learning by Experts

             My Notebook   Full book 

         2.3  Physics Infromed ML-NN  

                    Machine Learning for Physicist
                    Direct lectures: click here 

         2.4  Mathematics For Machine Learning

Calculus for Machine Learning
Probability and Statistics For Machine Learning

         2.5  Mastering Machine learning Theory

                    Machine Learning Concepts   💢 Practicals

                   Advanced ML -- Deep-learning 
                   Unsupervised Learning ML

          2.6  Mastering Deep Learning Theory

I. Neural Network and Deep Learning

My Notebook live: ALL 1   2 3 4  QN: 1-2-3-4

 📊 Logistic Regression 

  📈 Planar Classification 

🔧 Deep Neural Network

  📊 Applications

                  II. Enhancing Deep Learning

My notebook live: 1   2 3 4  QN: 1-2-3-4 Downloaded

⚙️ Initialization

🔒 Regularization

✅ Gradient Checking

🔍 Optimization Methods

🐍 TensorFlow Intro

✅ Optional

                    III. Structuring ML project

My Notebook 🐍ALL Downloaded

                    IV. Convolution Neural Network

My Notebook  practicals

                   V. Sequence Models

My Notebook    week1.ipy     week3.ipy

                2.7  Proficiency in Coding

    ✍️ Python-for-Machine learning

 ✍️ Artificial Intelligence for Scientific Research

                ✍️ The Python Specialization: a. Py_Basics Note

              ✍️ The Python Specialization: b. Py_funct  Note

                ✍️ The Python Specialization: c. Py_Data-collect  Note - Feb 15

                ✍️ Python Classes and Inheritance:  Note! - Feb 22 

                              

Python, Bash and SQL Essentials for Data Engineering Specialization

     Sp1. Python and Pandas for Data Engineering   NoteBook 

     Sp2.  Linux and bash for data science     note

 🏆 DeepLearning.AI Data Engineering Professional Certificate

                  (Git Notes by a random Guy)

               ✍️ 1. Introduction to Data Engineering Notebook Slides Apr 28

                ✍️ 2. Source Systems, Data Ingestion, and Pipelines  -- Notebook --Slides  May 7

                ✍️ 3. Data Storage and Queries  Notebook  Slide May21

                ✍️ 4. Data Modeling, Transformation, and Serving Notebook  May26

                 

────────────────────────────────────────────────────────

---

🐍 IBM Data Science Professional Certificate

               ✍️ 1.What is Data Science ?  My Notebook  Mar 15 4:19

                ✍️ 2. Tools for Data Science:  My Notebook Mar 17

                ✍️ 3. Data Science Methodology:  My Notebook Mar 19

                ✍️ 4. Python For Data Science      My Notebook   Mar 21

                ✍️ 5. Python Project for Data Science:  Notebook July9

                ✍️ 6. Databases and SQL for Data Science with Python  Notebook Aug 12

                ✍️ 7. Data Analysis with Python:  My Notebook  Mar 27

                ✍️ 8. Data Visualization with Python: My Notebook Apr 1

                ✍️ 9. Machine Learning with Python My Notebook:  

                ✍️ 10. Applied Data Science Capstone

                      11. Generative AI   and 2 more...