papers.md

Shelf.Papers

papers, blog posts, powerpoints, and lecture notes are listed below:

Table Of Contents

• Artificial Intelligence
  • Machine Learning and Deep Learning
    • Deep Neural Networks
      • Attention
      • Transformers
      • Diffusion Models
    • Natural Language Processing
      • Text Processing
        • Corpus
        • Natural language Understanding
        • Natural language Generation
          • Language Modeling
          • Paraphrase Generation
      • Speech Processing
        • Text To Speech
          • Grapheme To Phoneme
        • Speech Recognition
        • Speech Representation
        • Speech Generation
      • Neuroscience
        • language
• Research
• Data Science
  • Interview
  • Project Management

Attention

• All you need to know about ‘Attention’ and ‘Transformers’ — In-depth Understanding — Part 1

Transformers

• A Gentle Introduction to Positional Encoding In Transformer Models, Part 1
• All you need to know about ‘Attention’ and ‘Transformers’ — In-depth Understanding — Part 2
• A Survey of Transformers
• Syntactic Knowledge-Infused Transformer and BERT models
• The Illustrated Retrieval Transformer

Corpus

• Lessons from building a Persian written corpus: Peykare

Language Modeling (LM)

• Chain of Thought Prompting Elicits Reasoning in Large Language Models
• naab: A ready-to-use plug-and-play corpus for Farsi
• Diffusion-LM Improves Controllable Text Generation
• Dont Stop Pretraining Adapt Language Models to Domains and Tasks
• From English to Foreign Languages Transferring Pretrained Language Models

Text To Speech (TTS)

• طراحی و ضبط پایگاه دادگان گفتاری برای سیستم های تبدیل متن به گفتار فارسی
• Guided-TTS A Diffusion Model for Text-to-Speech via Classifier Guidance
• A Survey on Neural Speech Synthesis

Grapheme To Phoneme (G2P)

• Multi-Module G2P Converter for Persian Focusing on Relations between Words

Speech Recognition (ASR | STT)

• Whisper Robust Speech Recognition via Large-Scale Weak Supervision
• Massively Multilingual ASR on 70 Languages Tokenization, Architecture, and Generalization Capabilities
• TransFusion Transcribing Speech with Multinomial Diffusion

Paraphrase Generation

• ParaSCI: A Large Scientific Paraphrase Dataset for Longer Paraphrase Generation
• ExaPPC: a Large-Scale Persian Paraphrase Detection Corpus
• Paraphrase Generation: A Survey of the State of the Art
• Joint Copying and Restricted Generation for Paraphrase
• Paraphrasing with Large Language Models
• Unsupervised Paraphrase Generation using Pre-trained Language Models
• Unsupervised Paraphrasing with Pretrained Language Models
• Reformulating Unsupervised Style Transfer as Paraphrase Generation

Natural Language Understanding

• PARSINLU: A Suite of Language Understanding Challenges for Persian

Speech Representation

• AST Audio Spectrogram Transformer

Speech Generation

• Towards Efficient Diffusion-Based Speech Generation on CPU

Diffusion Models

• Denoising Diffusion Probabilistic Models
• Generative Modeling by Estimating Gradients of the Data Distribution
• Story of Diffusion Models pptx pdf
• DiffuSeq Sequence to Sequence Text Generation with Diffusion Models -Guided-TTS A Diffusion Model for Text-to-Speech via Classifier Guidance -Imagic Text-Based Real Image Editing with Diffusion Models
• TransFusion Transcribing Speech with Multinomial Diffusion

Research

• Strategies for writing a research paper

Interview

• Data Science Interview Questions and Answers

language

• The Brain Basis of Language Processing From Structure to Function

Project Management

• Data Science Project Management (The New Guide For ML Teams)