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Day 51: Containerization of LLM Applications
Naresh Nishad
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Dec 13 '24
Day 51: Containerization of LLM Applications
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2 min read
Day 50: Building a REST API for LLM Inference
Naresh Nishad
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Dec 13 '24
Day 50: Building a REST API for LLM Inference
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2 min read
Day 45: Interpretability Techniques for LLMs
Naresh Nishad
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Dec 3 '24
Day 45: Interpretability Techniques for LLMs
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2 min read
Day 44: Probing Tasks for LLMs
Naresh Nishad
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Dec 2 '24
Day 44: Probing Tasks for LLMs
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2 min read
Day 42: Continual Learning in LLMs
Naresh Nishad
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Nov 30 '24
Day 42: Continual Learning in LLMs
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Day 41: Multilingual LLMs
Naresh Nishad
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Nov 29 '24
Day 41: Multilingual LLMs
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Day 38: Question Answering with LLMs
Naresh Nishad
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Nov 26 '24
Day 38: Question Answering with LLMs
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Day 40: Constrained Decoding with LLMs
Naresh Nishad
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Nov 28 '24
Day 40: Constrained Decoding with LLMs
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Day 48: Quantization of LLMs
Naresh Nishad
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Dec 10 '24
Day 48: Quantization of LLMs
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Day 35 - BERT: Bidirectional Encoder Representations from Transformers
Naresh Nishad
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Nov 15 '24
Day 35 - BERT: Bidirectional Encoder Representations from Transformers
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2 min read
Day 34 - XLNet: Generalized Autoregressive Pretraining for Language Understanding
Naresh Nishad
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Nov 14 '24
Day 34 - XLNet: Generalized Autoregressive Pretraining for Language Understanding
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Day 33 - ALBERT (A Lite BERT): Efficient Language Model
Naresh Nishad
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Nov 13 '24
Day 33 - ALBERT (A Lite BERT): Efficient Language Model
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2 min read
Day 32 - Switch Transformers: Efficient Large-Scale Models
Naresh Nishad
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Nov 12 '24
Day 32 - Switch Transformers: Efficient Large-Scale Models
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Day 31: Longformer - Efficient Attention Mechanism for Long Documents
Naresh Nishad
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Nov 11 '24
Day 31: Longformer - Efficient Attention Mechanism for Long Documents
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3 min read
Day 52: Monitoring LLM Performance in Production
Naresh Nishad
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Dec 14 '24
Day 52: Monitoring LLM Performance in Production
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Day:30 Reformer: Efficient Transformer for Large Scale Models
Naresh Nishad
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Nov 9 '24
Day:30 Reformer: Efficient Transformer for Large Scale Models
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3 min read
Day 29: Sparse Transformers: Efficient Scaling for Large Language Models
Naresh Nishad
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Nov 8 '24
Day 29: Sparse Transformers: Efficient Scaling for Large Language Models
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Day 49: Serving LLMs with ONNX Runtime
Naresh Nishad
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Dec 11 '24
Day 49: Serving LLMs with ONNX Runtime
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Day 27: Regularization Techniques for Large Language Models (LLMs)
Naresh Nishad
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Nov 6 '24
Day 27: Regularization Techniques for Large Language Models (LLMs)
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2 min read
Day 26: Learning Rate Schedules
Naresh Nishad
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Nov 5 '24
Day 26: Learning Rate Schedules
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Day 47: Model Compression for Deployment
Naresh Nishad
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Dec 9 '24
Day 47: Model Compression for Deployment
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Day 46: Adversarial Attacks on LLMs
Naresh Nishad
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Dec 5 '24
Day 46: Adversarial Attacks on LLMs
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Day 22: Distributed Training in Large Language Models
Naresh Nishad
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Oct 29 '24
Day 22: Distributed Training in Large Language Models
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3 min read
Day 43: Evaluation Metrics for LLMs
Naresh Nishad
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Dec 1 '24
Day 43: Evaluation Metrics for LLMs
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3 min read
Ethical Considerations in LLM Development and Deployment
Naresh Nishad
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Oct 28 '24
Ethical Considerations in LLM Development and Deployment
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Day 36: Text Classification with LLMs
Naresh Nishad
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Nov 18 '24
Day 36: Text Classification with LLMs
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Day 39: Summarization with LLMs
Naresh Nishad
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Nov 28 '24
Day 39: Summarization with LLMs
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Day 37: Named Entity Recognition (NER) with LLMs
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Nov 20 '24
Day 37: Named Entity Recognition (NER) with LLMs
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3 min read
Day 28: Model Compression Techniques for Large Language Models (LLMs)
Naresh Nishad
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Nov 7 '24
Day 28: Model Compression Techniques for Large Language Models (LLMs)
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2 min read
Day 14 of GPT: Deep Dive into Generative Pre-trained Transformers
Naresh Nishad
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Oct 2 '24
Day 14 of GPT: Deep Dive into Generative Pre-trained Transformers
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Day: 25 Optimizer Algorithms for Large Language Models (LLMs)
Naresh Nishad
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Nov 4 '24
Day: 25 Optimizer Algorithms for Large Language Models (LLMs)
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3 min read
BERT: Revolutionizing Natural Language Processing
Naresh Nishad
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Sep 30 '24
BERT: Revolutionizing Natural Language Processing
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Day 24: Gradient Accumulation
Naresh Nishad
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Nov 3 '24
Day 24: Gradient Accumulation
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2 min read
Retrieval-Augmented Generation (RAG) in LLMs
Naresh Nishad
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Oct 27 '24
Retrieval-Augmented Generation (RAG) in LLMs
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3 min read
GPT-2 and GPT-3: The Evolution of Language Models
Naresh Nishad
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Oct 5 '24
GPT-2 and GPT-3: The Evolution of Language Models
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4 min read
Exploring ELECTRA - Efficient Pre-training for Transformers
Naresh Nishad
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Oct 16 '24
Exploring ELECTRA - Efficient Pre-training for Transformers
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4 min read
T5 (Text-to-Text Transfer Transformer)
Naresh Nishad
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Oct 11 '24
T5 (Text-to-Text Transfer Transformer)
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4 min read
Prompt Engineering
Naresh Nishad
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Oct 9 '24
Prompt Engineering
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3 min read
Few-shot Learning: Teaching AI with Minimal Data
Naresh Nishad
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Oct 8 '24
Few-shot Learning: Teaching AI with Minimal Data
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5 min read
Understanding the Attention Mechanism in Natural Language Processing
Naresh Nishad
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Sep 27 '24
Understanding the Attention Mechanism in Natural Language Processing
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3 min read
Long Short-Term Memory (LSTM) Networks
Naresh Nishad
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Sep 26 '24
Long Short-Term Memory (LSTM) Networks
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4 min read
Understanding Recurrent Neural Networks (RNNs)
Naresh Nishad
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Sep 25 '24
Understanding Recurrent Neural Networks (RNNs)
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3 min read
Fine-tuning BERT: Unlocking the Power of Pre-trained Language Models
Naresh Nishad
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Oct 2 '24
Fine-tuning BERT: Unlocking the Power of Pre-trained Language Models
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4 min read
Positional Encoding: Adding Sequence Awareness to Transformers
Naresh Nishad
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Sep 29 '24
Positional Encoding: Adding Sequence Awareness to Transformers
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4 min read
Transformer Architecture: Revolutionizing NLP
Naresh Nishad
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Sep 29 '24
Transformer Architecture: Revolutionizing NLP
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3 min read
Understanding Self-Attention and Multi-Head Attention in Deep Learning
Naresh Nishad
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Sep 28 '24
Understanding Self-Attention and Multi-Head Attention in Deep Learning
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4 min read
Backpropagation and Optimization in Neural Networks
Naresh Nishad
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Sep 24 '24
Backpropagation and Optimization in Neural Networks
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3 min read
Understanding Neural Networks: A Detailed Exploration
Naresh Nishad
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Sep 23 '24
Understanding Neural Networks: A Detailed Exploration
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5 min read
Detailed Introduction to Word Embedding
Naresh Nishad
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Sep 22 '24
Detailed Introduction to Word Embedding
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4 min read
Text Preprocessing for NLP
Naresh Nishad
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Sep 21 '24
Text Preprocessing for NLP
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3 min read
Introduction to NLP
Naresh Nishad
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Sep 20 '24
Introduction to NLP
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