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Sitemap
A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
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Posts
Neural process family
Meta-learning a distribution over predictors using the Neural Process Family.
Optimization
ML concepts: optimization.
Linear programming
Optimization concepts: linear programming.
Reinforcement learning
ML concepts: reinforcement learning.
Temporal difference learning
RL concepts: temporal difference learning.
Monte Carlo GPI
RL concepts: monte carlo GPI.
Dynamic programing
RL concepts: dynamic programming.
Reinforcement learning
RL concepts: basics.
Variational autoencoder
ML concepts: VAE.
Decision trees
ML concepts: decision trees.
Supervised vs unsupervised
ML concepts: supervised vs unsupervised learning.
Parametric vs non parametric
ML concepts: parametric vs non parametric.
Naive Bayes
ML concepts: Naive Bayes.
Evaluation metrics
ML concepts: evaluation metrics.
No free lunch
ML concepts: no free lunch.
Information theory
ML concepts: information theory.
Generative vs discriminative
ML concepts: generative vs discriminative.
Curse of dimensionality
ML concepts: curse of dimensionality.
Resources for learning about ML
Review of resources to learn about ML.
Machine learning glossary
Machine Learning glossary with a focus on intuition
portfolio
PrepAI — AI Interview Simulation System
Real-time AI-driven interview environment with speech analysis the Grok API integration.
Portfolio item number 2
Short description of portfolio item number 2 
publications
AQI Forecasting using Hybrid ARIMA and CNN-BiLSTM with Attention
A hybrid ARIMA and CNN-BiLSTM architecture with attention mechanism for air quality index forecasting. The model uses metaheuristic optimization and achieves R² > 0.94 on pollution data from major Indian cities.
AMoE-ViT: Adaptive Mixture of Orthogonal Experts Vision Transformer
Self-supervised agricultural disease diagnosis using dual-stage pretext and temporal video modeling with an Adaptive Mixture of Orthogonal Experts Vision Transformer architecture.
TriadNet: Multimodal Personality Assessment System
A multimodal personality assessment system integrating graph-based facial dynamics, prosody-aware speech modeling, and BERT-LSTM textual flow to estimate Big Five (OCEAN) personality traits.
Electric Vehicle Recognition using YOLO
A YOLO-based deep learning approach for electric vehicle recognition and classification in real-world scenarios.
Sports Analytics and Automated Umpiring System
A computer vision-based approach for sports analytics and automated umpiring, leveraging deep learning for real-time decision support.
talks
teaching
Teaching experience 1
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
This is a description of a teaching experience. You can use markdown like any other post.