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# amitparashar.in

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## Posts

- [The Evolution of Attention Mechanisms in Machine Learning: A Journey Through Time](https://amitparashar.in/the-evolution-of-attention-mechanisms-in-machine-learning-a-journey-through-time/) - Attention mechanisms have transformed the landscape of machine learning, particularly in fields like natural language processing (NLP) and computer vision. The attention mechanism introduced by Bahdanau et al. in 2014 marked a pivotal advancement in machine learning, particularly for sequence modeling tasks like neural machine translation (NMT). Since then, various attention mechanisms have been proposed, each
- [The Evolution of Language Models: From Comprehension to Action and Beyond](https://amitparashar.in/the-evolution-of-language-models-from-comprehension-to-action-and-beyond/) - ModelFull FormKey Workflow (From Image)Real-Life ExampleLLMLarge Language ModelInput → Tokenization → Embedding → Transformer → OutputChatGPT: Summarizes research papers, answers questions, or writes emails.LCMLanguage Comprehension ModelInput → Sentence Segmentation → SONAR Embedding → Diffusion → Advanced Patterning / Hidden Process → Quantization → OutputGoogle Search (BERT/PaLM): Accurately answers complex search queries like "Can I carry
- [Language Problems in NLP and Their Solutions](https://amitparashar.in/498-2/) - Language Problems in NLP and Their Solutions The NLP domain in machine learning (ML) seeks to enable machines to understand, generate, and interact with human language, tackling a range of complex language problems. Below, I list these problems, map them to the technologies, approaches, methods, and algorithms developed to solve them, and arrange them chronologically
- [Imitation Game and The Evolution of Natural Language Processing](https://amitparashar.in/imitation-game-and-the-evolution-of-natural-language-processing/) - The evolution of natural language processing (NLP) from its early days to the publication of Attention Is All You Need by Vaswani et al. in 2017 is a story of gradual advancements, marked by shifts from rule-based systems to statistical methods, machine learning, and finally deep learning. Rule Based Systems --> Statistical Methods --> Machine Learning -->

## Pages

- [BLOG](https://amitparashar.in/blog/)
- [My Projects](https://amitparashar.in/my-projects/) - ZIEERS SystemsBangalore, India2022-Till Date About ZIEERSProject 1Project 2Project 3 ZIEERS Systems is a 2022 startup working on domain specific Large Language Models and MLLM's for Law, Finance and Medical Diagnostics.They also have a Startup Incubation wing where they encourage and support young entrepreneur to build the prototypes for their ideas Law LLMThis project is about
- [My Profile](https://amitparashar.in/myprofile/) - Driving Business Advantage through AI-Led Digital Transformation I am Amit Parashar, Principal Solution Architect and Program Director with 3 decades of experience in Enterprise IT. For past 15+ years I have been architecting and executing Programs that deliver strategic business advantage via AI-Led Digital TransformationI design & build AI systems centered on advanced models and scalable
- [My Clients](https://amitparashar.in/my-clients/) - January 1, 2019ZIEERS - Bangalore, IndiaZieers is an IT CompanyJanuary 1, 2019 January 1, 2019ZIOTRON - Bangalore, IndiaZiotron is a Semiconductor Design Services CompanyJanuary 1, 2019 January 1, 2019CLS Bank - London, UKContinuous Linked Settlement (CLS) Bank, is a specialized financial institution that operates a global, multi-currency cash settlement system for foreign exchange (FX) transactions.

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