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AkilsuryaS/README.md
Akilsurya Sivakumar

Hi, I'm Akilsurya 👋

I build intelligent systems that are useful, efficient, and easy to understand.
Exploring the space between applied AI, machine learning research, and thoughtful software engineering.

GitHub Explore repositories

About me

I’m an AI/ML builder with a strong interest in turning ideas into working products and reproducible experiments. My projects range from tool-using LLM applications and multilingual NLP to computer vision, scientific imaging, and small models designed to run on everyday hardware.

I enjoy the full journey: understanding the problem, designing the data and model, making inference practical, validating the result, and documenting the work so someone else can learn from it.

What I like building

🤖 Applied AI

Agentic applications, tool use, retrieval-friendly services, and human-centered interfaces.

⚡ Efficient ML

Compact models, ONNX export, INT8 quantization, and offline inference for edge devices.

🔬 Vision & Research

Deep learning, scientific imaging, visual recognition, and experiments that make complex ideas clearer.

Featured projects

Project What it demonstrates Stack
Agentic MCP Chatbot An MCP-powered chatbot where an LLM discovers and calls tools for card search, eligibility, rewards, and spending questions. Python · FastAPI · FastMCP · OpenAI · Docker
Offline Partner Assistant Small, fully offline models for Hinglish command parsing, smart replies, and address parsing, exported to ONNX and INT8-quantized. PyTorch · ONNX · NLP · Edge AI
DeepTalk.ai An interactive chatbot designed to make deep learning concepts easier to explore and learn. Python · PyTorch
VideoGist A multilingual YouTube summarizer with transcription, recipe extraction, and an interactive Streamlit interface. Python · Streamlit · OpenAI · Groq
Food Vision Classification A transfer-learning image classifier trained to recognize 101 food categories from the Food101 dataset. TensorFlow/Keras · CNNs · Jupyter

Project archive

Browse all public projects and repositories

This archive includes project work, experiments, notebooks, and learning repositories.

adk-samplesagents-course
ai-negotiation-coachAIQToolkit
annotated_deep_learning_paper_implementationsawesome-llm-apps
Bulldozer-sales-price-predictionclustering_analysis
Complete-Data-Science-With-Machine-Learning-And-NLP-2024Computer-Vision-Matarials
coursera-deep-learningcs249r_book
Customer-AnalyticsData-Analysis
Data-Analysis-and-Machine-Learning-ProjectsData-Analytics-Projects
DataScienceToolsDatasets
deep-learning-courseradeep-learning-models
Deep-Learning-Specialization-CourseraDeepseek-AI-Code-Companion
Deepseek-code-companionDeepTalk.ai
dlaicoursedmls-book
Dog-Breed-Classification-using-TensorFlowEasyApplyBot
EdgeTAMEXPLORATORY-DATA-ANALYSIS---RETAIL-
fastbookFbProphet
Food-vision-classificationGenAI_Agents
generative-ai-for-beginnersgithub_repo_bot
GrocerySimulationHands-On-Large-Language-Models
Heart-disease-predictionIndividual-household-electric-power-consumption-Data-Set-
internal-git-mcpInternship_tasks
lane-detectionlangchain
linkedIn_auto_jobs_applier_with_AIllm-engineer-toolkit
LLM101nLLMs-from-scratch
Loan-Default-Risk-AnalysisLSTM-Neural-Network-for-Time-Series-Prediction
machine-learning-roadmapMade-With-ML
mcp-agentmcp-chatbot
mcp-useml-interviews-book
ML-YouTube-CoursesMLOps
MLSysMovie-Recommender-System-Using-Machine-Learning
multi-agent-job-application-helperMy_first_proj
nanoVLMNetflix-Recommender-System
ngramnotebooks
OmniParserPose-Estimation-Clean
Prompt-Engineering-Guideprophet
prophet_forecastingpytorch-deep-learning
PyTorch-Introductionqueueing_theory
Roadmap-To-Learn-Agentic-AIsanjsvk
segment-anythingshowcase
simple-local-ragsmolagents
Sparks-Foundation-Tasksstdp-mnist
supervisionswarm
Swiggy_challenget81_558_deep_learning
tensorflow-deep-learningThe-Grand-Complete-Data-Science-Materials
Time-seriesTime-Series-Forecasting
TimeSeriesAnalysisWithPythontrackers
tslearnVideoGist
websitezero-to-mastery-ml

Skills & tools

Python, PyTorch, TensorFlow, FastAPI, Streamlit, Docker, Git, GitHub, and Jupyter
Languages Python
AI & ML PyTorch · TensorFlow/Keras · OpenAI API · Groq · computer vision · NLP · transfer learning · model compression
LLM systems MCP · FastMCP · tool-calling agents · FastAPI · session-aware conversations
Data & scientific computing NumPy · pandas · SciPy · scikit-image · Zarr · Matplotlib · Jupyter
Deployment & workflow ONNX · INT8 quantization · Docker · uv · pytest · Kaggle · Git/GitHub

Research & learning interests

  • Making AI models run efficiently on any device.
  • AI hardware and hardware–software co-design for efficient intelligent systems.

Let’s connect

If you’re working on applied AI, machine learning systems, efficient inference, or research-oriented software, I’d be happy to connect and learn from your work.


Thanks for stopping by — feel free to explore, learn, and build alongside me.

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  1. Autonomous-Audience-Trend-Miner Autonomous-Audience-Trend-Miner Public

    Turn the latest processed English Wikipedia traffic into coherent, commercially actionable audience segments.

    Python

  2. mcp-chatbot mcp-chatbot Public

    Python

  3. de-power-fair-value de-power-fair-value Public

    Python

  4. Swiggy_challenge Swiggy_challenge Public

    Research artifact: reproducible CPU/edge benchmarks, tokenization and architecture ablations, ONNX/INT8 deployment, and on-device Hinglish NLP trade-offs.

    Python

  5. DeepTalk.ai DeepTalk.ai Public

    An interactive chatbot to learn Deep Learning with PyTorch

    Python 1

  6. VideoGist VideoGist Public

    Video summaries in multiple languages

    Python 1