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1. MLP-Optimization-Deepfake-Detection MLP-Optimization-Deepfake-Detection Public

   Spatial image classification and deepfake detection: MLP/CNN optimization experiments with an XGBoost baseline.

   Jupyter Notebook

2. MNIST-Representation-Learning MNIST-Representation-Learning Public

   Supervised vs. unsupervised representation learning on MNIST: a small comparative study in PyTorch.

   Jupyter Notebook

3. Multi-layer-Perceptron-for-Digit-Recognition Multi-layer-Perceptron-for-Digit-Recognition Public

   From-scratch C++ multi-layer perceptron for MNIST digit recognition (~98%), with a Python script to reproduce the weights from public MNIST.

   C++

4. Multi-Threaded-MapReduce-Framework Multi-Threaded-MapReduce-Framework Public

   Multi-threaded MapReduce framework in C++ with atomic progress counters and a reusable barrier across the map/sort/reduce phases.

   C++

5. multi-view-reconstruction multi-view-reconstruction Public

   Classical multi-view geometry from scratch: eight-point algorithm, essential-matrix pose recovery, triangulation, rectification, and bundle adjustment — with a self-contained synthetic SfM demo.

   Python

6. Statistical-Language-Modeling-N-Gram-Architectures-and-Smoothing-Techniques Statistical-Language-Modeling-N-Gram-Architectures-and-Smoothing-Techniques Public

   N-gram language models with smoothing (add-one, linear interpolation): architecture and smoothing-technique comparison.

   Jupyter Notebook