Manishms18 - Overview

Manishms18 - Overview

Manish Shukla Manishms18

👋 Welcome!

Independent Researcher specializing in Artificial Intelligence, Machine Learning, and Data Science.
Focus on transparent and trustworthy AI systems that advance real-world impact.
Expertise in:
- Explainable AI (XAI): improving interpretability, trust, and accountability in ML models.
- Agentic AI Systems: designing adaptive, multi-agent orchestration for robust decision-making.
- Forecasting & Optimization: developing leakage-free pipelines applied to aviation, energy, retail, and healthcare.
Dedicated to bridging theory and practice, ensuring AI innovations are impactful, socially responsible, and aligned with national priorities.

🛠️ Featured Projects

🧠 Sign Language Interpreter using Deep Learning

Contributed to a vision-driven accessibility tool translating sign language into text.
Improved CNN pipeline for robustness across conditions.

📊 Time-Series-Interpretation-Lime-Shap

Built a unified pipeline combining statistical and ML models.
Integrated SHAP, LIME, and Permutation Importance for transparent results.

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Interpretable time-series forecasting on the AirPassengers dataset using ARIMA, XGBoost, LIME, and SHAP

Jupyter Notebook 1 2
A sign language interpreter using live video feed from the camera.

Python 748 250
MACHINE LEARNING : Classified the hospital re-admission probability of a DIABETIC patient by using appropriate Data Science techniques such as Feature Engineering and Model Deployment

Jupyter Notebook 1 1
MACHINE LEARNING : Audit risk analysis using multiple firms' historical data using Regression algorithms like KNN, Kernelized SVM, Decision Tree, Random Forest etc.

Jupyter Notebook 18 5
TIME SERIES ANALYSIS : Forecasted number of passengers for next 10 years of airlines using ARIMA model in python

Jupyter Notebook 9 22
Adaptive Monitoring and Real-World Evaluation of Agentic AI Systems

Python 1