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This repository hosts the assignments for the Bachelor of Engineering (BE) program at PICT (Pune Institute of Computer Technology), SPPU for the 8th semester . The assignments cover two main subjects: Deep Learning (DL) and High Performance Computing (HPC).

C++ 2.60% Jupyter Notebook 96.85% Cuda 0.55%
deep-learning high-performance-computing sppu sppu-computer-engineering

be_pict_sem8's Introduction

BE_PICT_SEM8

This repository contains assignments for the BE PICT COMP SEM8 course. Below is a detailed list of the assignments included in this repository.

Assignments

1. Deep Learning (DL)

  • Assignment 1: Introduction to Neural Networks
    • Basic concepts of neural networks
    • Implementing simple neural networks using frameworks like TensorFlow or PyTorch
  • Assignment 2: Convolutional Neural Networks (CNNs)
    • Understanding CNN architecture
    • Implementing CNNs for image classification tasks
  • Assignment 3: Recurrent Neural Networks (RNNs)
    • Basics of RNNs and LSTM networks
    • Sequence prediction and language modeling
  • Assignment 4: Generative Adversarial Networks (GANs)
    • Concepts of GANs
    • Implementing GANs for image generation

2. High Performance Computing (HPC)

  • Assignment 1: Introduction to Parallel Computing
    • Basics of parallel computing
    • Writing simple parallel programs using OpenMP
  • Assignment 2: GPU Computing with CUDA
    • Introduction to GPU architecture
    • Writing CUDA programs for parallel processing
  • Assignment 3: Message Passing Interface (MPI)
    • Concepts of MPI for distributed computing
    • Writing MPI programs for communication between multiple processors
  • Assignment 4: Optimization Techniques
    • Performance optimization in HPC
    • Techniques for optimizing code for better performance on HPC systems

For more details, refer to each assignment folder in the repository.

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