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Open Source Science

https://github.com/aryashah2k/rtml

Recent Trends In Machine Learning @ AIT

https://github.com/aryashah2k/rtml

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    1 of 1 committers (100.0%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (2.9%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Recent Trends In Machine Learning @ AIT

Basic Info
  • Host: GitHub
  • Owner: aryashah2k
  • License: mit
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 187 MB
Statistics
  • Stars: 5
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

Recent Trends In Machine Learning

This advanced repository explores cutting-edge deep learning architectures and techniques. One shall gain both theoretical understanding and practical experience with state-of-the-art models including CNNs, Vision Transformers, Object Segmentation, Self-Supervised Learning, GANs, Diffusion Models, Graph Neural Networks, Speech Recognition and Reinforcement Learning approaches.

Table Of Contents

|No.|Coding Assignments| |---|-------------------| |1. |A1 PytorchAlexNetGoogleNet| |2. |A2 SegmentationDetection (YOLOv4)| |3. |A3 TransformersViT| |4. |A4 Masked Auto Encoders| |4. |A5 GANs|

|No.|Reading Assignments| |---|-------------------| |1.|R1| |2.|R2| |3.|R3| |4.|R4| |5.|R5| |6.|R6| |7.|R7| |8.|R8|

Owner

  • Name: Arya Shah
  • Login: aryashah2k
  • Kind: user
  • Location: Mumbai, India
  • Company: IIT Gandhinagar

Artificial Intelligence Engineer & Researcher

GitHub Events

Total
  • Watch event: 5
  • Push event: 26
  • Create event: 2
Last Year
  • Watch event: 5
  • Push event: 26
  • Create event: 2

Committers

Last synced: about 1 year ago

All Time
  • Total Commits: 27
  • Total Committers: 1
  • Avg Commits per committer: 27.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 27
  • Committers: 1
  • Avg Commits per committer: 27.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
aryashah2k a****2@n****n 27
Committer Domains (Top 20 + Academic)
nmims.edu.in: 1

Issues and Pull Requests

Last synced: about 1 year ago

All Time
  • Total issues: 0
  • Total pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Total issue authors: 0
  • Total pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels

Dependencies

A3/requirements.txt pypi
  • jupyter *
  • matplotlib *
  • numpy *
  • opencv-python *
  • pandas *
  • scikit-learn *
  • timm *
  • torch >=1.8.0
  • torchvision >=0.9.0
  • tqdm *
A1/requirements.txt pypi
  • matplotlib >=3.4.0
  • numpy >=1.21.0
  • pillow >=8.0.0
  • torch >=2.0.0
  • torchsummary *
  • torchvision >=0.15.0
A2/requirements.txt pypi
  • PyYAML >=5.3.1
  • matplotlib >=3.3.2
  • numpy >=1.19.2
  • opencv-python >=4.4.0
  • torch >=1.7.0
  • torchvision >=0.8.1
  • tqdm >=4.51.0
A5/requirements.txt pypi
  • Pillow >=8.0.0
  • ipython >=7.0.0
  • logging >=0.5.1.2
  • matplotlib >=3.3.0
  • numpy >=1.19.0
  • tensorboardX >=2.1
  • torch >=1.7.0
  • torchvision >=0.8.0
  • tqdm >=4.50.0