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1. Transfer-Learning-Plant-Disease Transfer-Learning-Plant-Disease Public

   Transfer learning comparison study (VGG16, ResNet50, EfficientNetB0) for plant disease detection on Plant Village dataset. Extension of published IJARSCT 2023 research. DOI: 10.48175/IJARSCT-9156

   Python

2. nn-optimizer-study nn-optimizer-study Public

   Empirical comparison of SGD, Adam, RMSprop, Adagrad and L-BFGS on CIFAR-10 convergence analysis, gradient norm tracking, and loss landscape visualisation

   Python

3. rl-autonomous-navigation rl-autonomous-navigation Public

   Empirical comparison of Tabular Q-Learning, Double DQN and PPO on stochastic FrozenLake-v1 convergence analysis, sample efficiency benchmarking and animated policy visualisation

   Python

4. adaptive-ai-monitoring adaptive-ai-monitoring Public

   RL training monitor — detects reward hacking, entropy spikes, and behavioral drift via KL divergence. PID hardware loop included.

   Python

5. curious-adaptive-planner curious-adaptive-planner Public

   Curiosity-augmented Value Iteration with adaptive policy arbitration empirical study of bounded optimality in hybrid RL agents

   Python

6. llm-reasoning-orchestrator llm-reasoning-orchestrator Public

   LLM orchestrates SymPy for exact computation neuro-symbolic pipeline that routes math to symbolic solver, reducing hallucination on engineering problems.

   Python