Learning-PyTorch-from-scratch

In this repo , I will dump all the code and notes and project, which I make while learning PyTorch

Day-1 :-

Studied the basics like Intro to Deep Learning, ML vs DL , introduction to PyTorch and its use in Fcailiating deep learning algorithms. And Did setup in Colab For PyTorch.

Practical-

• Intro To Tensors
• Creating Random Tensors
• Creating Tensors with Zeros And Ones in PyTorch
• Creating a Tensor Range and Tensors Like Other

Day-2 :-

Today , I concentrated more on tensors , and tried to understand the Data Types and some operations using PyTorch. Also had to enhance the setup, but finally moved to Google Colab-Research

Practical Topics Covered-

• Tensor - Data types, and manipulation
• Precision ( Comp. science)
• Creating random tensors
• Finding Out details about some tensors
• mathematical operations on tensors
• Creating tensor and addition
• multiplication
• substarction
• In-Built PyTorch Functions- add and multiply

Day-3 :-

Did a deep dive into Matrix concepts, and solved some theoretical questions for brush up and, then hands-on PyTorch code.

Practical-

• Element-wise & Matrix multiplication
• time comaprision of the "for loop" & "torch.matmul"
• different kind of errors like shape error etc.
• matrix transpose

link-https://github.com/kumaradityabtps/Learning-PyTorch-from-scratch/blob/main/PT_Day3.ipynb

Day-4 :-

After along break, resatarted studying pytorch and covered the more mathe mathtical and practical concepts.

Practical-

• Finding min, max, mean, sum etc.
• Reshaping, Stacking, Squeezing, and unsqueezing
• Indexing
• Finding positional min and max

Link-https://github.com/kumaradityabtps/Learning-PyTorch-from-scratch/blob/main/PT_Day4.ipynb

Day-5 :-

Today was more conceptual, then practicals. Studied the usability and applications ofthe ML concepts.

Practical-

• PyTorch tensors & Numpy
• Numpy array to tensor
• tensor to numpy array
• Reproducability
• Running Tensors and PyTorch objects on GPUs,
• Putting tensors (and models) on the GPU Link - https://github.com/kumaradityabtps/Learning-PyTorch-from-scratch/blob/main/PT_Day5.ipynb

Day-6 :-

Practical-

• test1
• test2
• test3

Day-7 :-

Practical-

• test1
• test2
• test3

Day-8 :-

Practical-

• test1
• test2
• test3