Data-Science-From-Scratch

This repo is a collection of implementation of machine learning techniques and research papers in order to help understand and simplify complex ideas and concepts.

The motivation is to gain a deeper understanding of the underlying principles and mechanisms of the techniques and papers, and experiment with different approaches and ideas in a more focused and controlled environment.

The key idea was to make a useful learning tool for others who may be interested in the same topics, as it can provide a more accessible and intuitive introduction to the concepts involved

Read the documentation here

Name		Name	Last commit message	Last commit date
Latest commit History 233 Commits
.gitignore		.gitignore
1D-CNN-Text-Classification.ipynb		1D-CNN-Text-Classification.ipynb
Active-Learning.ipynb		Active-Learning.ipynb
Adversarial-Validation-Pseudo-Labelling.ipynb		Adversarial-Validation-Pseudo-Labelling.ipynb
Autoencoders-for-Learning-Image-Embeddings.ipynb		Autoencoders-for-Learning-Image-Embeddings.ipynb
Autoencoders-for-Transfer-Learning.ipynb		Autoencoders-for-Transfer-Learning.ipynb
Autoencoders.ipynb		Autoencoders.ipynb
Automatic-Removal-Of-Garbage-Strings-In-OCR-Text.ipynb		Automatic-Removal-Of-Garbage-Strings-In-OCR-Text.ipynb
Bagging-Neural-Networks-CV.ipynb		Bagging-Neural-Networks-CV.ipynb
Bagging-Neural-Networks-NLP.ipynb		Bagging-Neural-Networks-NLP.ipynb
Cluster-Validation-by-Prediction-Strength.ipynb		Cluster-Validation-by-Prediction-Strength.ipynb
Collaborative-Filtering.ipynb		Collaborative-Filtering.ipynb
Conditional-GAN.ipynb		Conditional-GAN.ipynb
Content-Based-Filtering.ipynb		Content-Based-Filtering.ipynb
ConvMixer.ipynb		ConvMixer.ipynb
Cycle-GAN.ipynb		Cycle-GAN.ipynb
DSPy-LangChain.ipynb		DSPy-LangChain.ipynb
Debiasing-Word-Vectors.ipynb		Debiasing-Word-Vectors.ipynb
Deep-Convolutional-GAN.ipynb		Deep-Convolutional-GAN.ipynb
Deep-Neural-Decision-Forests.ipynb		Deep-Neural-Decision-Forests.ipynb
Deep-Wide-And-Cross-Networks.ipynb		Deep-Wide-And-Cross-Networks.ipynb
Denoising-Autoencoder.ipynb		Denoising-Autoencoder.ipynb
Document-Orientation-Correction.ipynb		Document-Orientation-Correction.ipynb
Entity-Embeddings.ipynb		Entity-Embeddings.ipynb
Exploring-Image-Dataset.ipynb		Exploring-Image-Dataset.ipynb
Facial-Keypoint-Detection-CNN.ipynb		Facial-Keypoint-Detection-CNN.ipynb
Feature-Tokenizer-Transformer.ipynb		Feature-Tokenizer-Transformer.ipynb
HF-Text-Classification-Finetuning.ipynb		HF-Text-Classification-Finetuning.ipynb
HF-Text-Classification-Pretraining.ipynb		HF-Text-Classification-Pretraining.ipynb
HF-Token-Classification-Finetuning.ipynb		HF-Token-Classification-Finetuning.ipynb
HF-Token-Classification-Pretraining.ipynb		HF-Token-Classification-Pretraining.ipynb
Image-Classification-CNN-Transfer-Learning.ipynb		Image-Classification-CNN-Transfer-Learning.ipynb
Image-Colorization-Autoencoder.ipynb		Image-Colorization-Autoencoder.ipynb
KeyPhase-and-Entity-Extraction.ipynb		KeyPhase-and-Entity-Extraction.ipynb
Knowledge-Distillation.ipynb		Knowledge-Distillation.ipynb
LICENSE		LICENSE
LayoutLMv1-Document-Classification.ipynb		LayoutLMv1-Document-Classification.ipynb
LayoutLMv1-Information-Extraction.ipynb		LayoutLMv1-Information-Extraction.ipynb
LayoutLMv1.ipynb		LayoutLMv1.ipynb
LayoutLMv2-Document-Classification.ipynb		LayoutLMv2-Document-Classification.ipynb
LayoutLMv2-Information-Extraction.ipynb		LayoutLMv2-Information-Extraction.ipynb
LayoutLMv2.ipynb		LayoutLMv2.ipynb
Learning-Rate-Schedules.ipynb		Learning-Rate-Schedules.ipynb
Line-Segementation-and-Layout-Parsing-of-Documents.ipynb		Line-Segementation-and-Layout-Parsing-of-Documents.ipynb
LoRA-BERT-NER.ipynb		LoRA-BERT-NER.ipynb
LoRA-BERT.ipynb		LoRA-BERT.ipynb
LoRA-T5.ipynb		LoRA-T5.ipynb
LoRA-TinyLlama-1-1B.ipynb		LoRA-TinyLlama-1-1B.ipynb
Logic-Gates-Using-NN.ipynb		Logic-Gates-Using-NN.ipynb
Masked-Autoencoder-Vision-Transformer.ipynb		Masked-Autoencoder-Vision-Transformer.ipynb
Masked-Language-Modelling-Attention.ipynb		Masked-Language-Modelling-Attention.ipynb
Masked-Language-Modelling-RNN.ipynb		Masked-Language-Modelling-RNN.ipynb
McNemar-Test-To-Compare-Classifiers.ipynb		McNemar-Test-To-Compare-Classifiers.ipynb
Model-ONNX-Conversion.ipynb		Model-ONNX-Conversion.ipynb
Model-Quantization.ipynb		Model-Quantization.ipynb
Multi-Label-Image-Classification.ipynb		Multi-Label-Image-Classification.ipynb
Named-Entity-Recognition-Attention.ipynb		Named-Entity-Recognition-Attention.ipynb
Named-Entity-Recognition-Flair-BiLSTM-CRF.ipynb		Named-Entity-Recognition-Flair-BiLSTM-CRF.ipynb
Named-Entity-Recognition-Flair.ipynb		Named-Entity-Recognition-Flair.ipynb
Named-Entity-Recognition-RNN.ipynb		Named-Entity-Recognition-RNN.ipynb
Named-Entity-Recognition-Spacy.ipynb		Named-Entity-Recognition-Spacy.ipynb
Neural-Collaborative-Filtering.ipynb		Neural-Collaborative-Filtering.ipynb
Neural-Machine-Translation-Attention.ipynb		Neural-Machine-Translation-Attention.ipynb
Neural-Machine-Translation-Auto-Encoder.ipynb		Neural-Machine-Translation-Auto-Encoder.ipynb
Neural-Machine-Translation-Teacher-Forcing.ipynb		Neural-Machine-Translation-Teacher-Forcing.ipynb
Neural-Oblivious-Decision-Ensembles.ipynb		Neural-Oblivious-Decision-Ensembles.ipynb
Neural-Style-Transfer.ipynb		Neural-Style-Transfer.ipynb
Normalization-In-Neural-Networks.ipynb		Normalization-In-Neural-Networks.ipynb
Object-Detection-Selective-Search.ipynb		Object-Detection-Selective-Search.ipynb
Object-Detection-Sliding-Window.ipynb		Object-Detection-Sliding-Window.ipynb
Object-Localization-CNN.ipynb		Object-Localization-CNN.ipynb
Optimizing-Almost-Any-ML-Model.ipynb		Optimizing-Almost-Any-ML-Model.ipynb
Optimizing-Frequency-based-Text-Classification.ipynb		Optimizing-Frequency-based-Text-Classification.ipynb
QLoRA-Mistral-7B.ipynb		QLoRA-Mistral-7B.ipynb
QLoRA-TinyLlama-1-1B.ipynb		QLoRA-TinyLlama-1-1B.ipynb
Question-Answering-Attention.ipynb		Question-Answering-Attention.ipynb
Question-Answering-RNN.ipynb		Question-Answering-RNN.ipynb
README.md		README.md
RetinaNet.ipynb		RetinaNet.ipynb
Semantic-Segmentation-CNN.ipynb		Semantic-Segmentation-CNN.ipynb
Siamese-Network-Text-Similarity.ipynb		Siamese-Network-Text-Similarity.ipynb
Siamese-Network.ipynb		Siamese-Network.ipynb
Significant-Collocations.ipynb		Significant-Collocations.ipynb
Speech-Classification-Spectrogram-CNN.ipynb		Speech-Classification-Spectrogram-CNN.ipynb
Stacked-Embeddings.ipynb		Stacked-Embeddings.ipynb
Style-GAN.ipynb		Style-GAN.ipynb
Syllable-Tokenization.ipynb		Syllable-Tokenization.ipynb
TF-OD-API.ipynb		TF-OD-API.ipynb
Tab-Net.ipynb		Tab-Net.ipynb
Tab-Transformer.ipynb		Tab-Transformer.ipynb
TableNet.ipynb		TableNet.ipynb
Tabular-Resnet.ipynb		Tabular-Resnet.ipynb
Text-Classification-Attention-Positional Embeddings.ipynb		Text-Classification-Attention-Positional Embeddings.ipynb
Text-Classification-Attention.ipynb		Text-Classification-Attention.ipynb
Text-Classification-RNN.ipynb		Text-Classification-RNN.ipynb
Text-Generation-RNN.ipynb		Text-Generation-RNN.ipynb
Text-Recognition-CRNN.ipynb		Text-Recognition-CRNN.ipynb
Time-Series-Analysis.ipynb		Time-Series-Analysis.ipynb
Time-Series-RNN.ipynb		Time-Series-RNN.ipynb
Timeline-of-CNNs.ipynb		Timeline-of-CNNs.ipynb

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