Exploration &
Engineering
I write about machine learning, deep learning and lately more about NLP.
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Latest Updates
Dec
18
2025
2. Maths4ML: Distances & Norms
Measuring the gap - Rulers of ML
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Dec
15
2025
1. Maths4ML: Vectors, Basis & Spans
The Building Blocks – Vectors, Basis & Spans
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Dec
07
2025
11. NLP: Tokenizers
A detailed description about tokenizers in LLMs.
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Sep
22
2025
10. NLP: Mixture of Experts (MOE)
A guide on MoEs, their history and implementation in transformers along with the losses associated with it.
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Aug
05
2025
9. NLP: Optimizing Attention
A guide on KV-Caching along with Sliding Window Attention. Ending with MQA and GQA.
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Jul
25
2025
8. NLP: BERT
A guide on BERT models and how their architecture.
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Jul
18
2025
7. NLP: Transformer Implementation
Implementation and trainig of Transformer for En-Hi machine translation task.
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May
19
2025
4. NLP: Seq2Seq
A guide on Seq2Seq models that changed machine translation task.
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May
10
2025
3. NLP: Pytorch for NLP
Some tips for working with PyTorch for NLP tasks
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May
08
2025
2. NLP: LSTM & GRU
A guide on LSTM and GRU models and how they overcome limitations of RNNs.
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