Independent AI Projects Repository

Introduction

Welcome to my Independent AI Projects Repository. This collection showcases a variety of projects I've undertaken to explore and deepen my understanding of Artificial Intelligence (AI), Machine Learning (ML), Large Language Models (LLMs), and data science. Each project, created and tested on Google Colaboratory, addresses different challenges and applications within the AI/ML domain.

Projects Overview

Here's a brief overview of the projects included in this repository:

AI Integrity Shield: A study on ensuring AI systems' integrity.
AI System for Processing Customer Feedback: Analyzes customer feedback across e-communication channels.
Collecting Customer Feedback from Websites: Techniques for gathering direct customer feedback online.
Linear and Logistic Regression: Basic applications to data analysis and classification problems.
Lora Trainer: A training module for an AI/ML model named Lora.
Model Fine-Tuning with BERT: Advanced techniques for optimizing BERT model performance.
Natural Language Processing with RNNs: Utilizing RNNs for processing natural language data.
Retrieval Augmented Generation for Mitigating "Hallucination": Solutions to the hallucination problem in generative AI models.
STR Algorithms: Exploration of Short Tandem Repeat algorithms in DNA analysis.
Utility Snippets for Importing Libraries: A collection of commonly used library import snippets.
Workshop on Causal Inference: Insights from a causal inference workshop.
Analysis of Price Trends and Forecasting Purchases: Applying regression and LSTM models for financial analysis.
Food Safety Project: Investigating food safety standards with AI.
Understanding Representation Models in LLMs: A deep dive into representation techniques in language models.
Classifying Technology-Related Sentences: Determining whether sentences are related to technology.
And more...

Getting Started

To dive into these projects:

Clone this repository to your local machine or open it in Google Colaboratory.
Navigate to the project notebook you're interested in.
Ensure you have the required dependencies installed. Refer to Snippets_Importing_libraries.ipynb for a list of necessary libraries.
Run the notebooks to explore the projects, analyses, and outcomes.

Contribution

Contributions to this repository are welcome! Whether it's adding new projects, refining existing ones, or fixing bugs, your input is valuable. Feel free to fork this repository, make your changes, and submit a pull request.

License

This project is open-source and available under the MIT License.

Acknowledgements

Special thanks to all contributors and the AI/ML community for the continuous exchange of knowledge and inspiration.

Happy Exploring!

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Independent AI Projects Repository

Introduction

Projects Overview

Getting Started

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Acknowledgements

About

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Name		Name	Last commit message	Last commit date
Latest commit History 113 Commits
docs/tutorials		docs/tutorials
machinelearning		machinelearning
notebooks/bert		notebooks/bert
20250411_Huging_Face_&_LLM_Tools_OpenAI_Agent_SDK_1_2_.ipynb		20250411_Huging_Face_&_LLM_Tools_OpenAI_Agent_SDK_1_2_.ipynb
290_sentiment_analysis_with_bert.ipynb		290_sentiment_analysis_with_bert.ipynb
AI_Integrity_Shield.ipynb		AI_Integrity_Shield.ipynb
AI_system_that_processes_customer_feedback_from_various_e_communication_channels.ipynb		AI_system_that_processes_customer_feedback_from_various_e_communication_channels.ipynb
Adapter_Based_Image_Compression_and_Expansion_for_Gaming_on_edge_devices.ipynb		Adapter_Based_Image_Compression_and_Expansion_for_Gaming_on_edge_devices.ipynb
Advanced_Educational_Content_Generation_System.ipynb		Advanced_Educational_Content_Generation_System.ipynb
Advanced_Multi_Agent_Educational_Content_Generation_System.ipynb		Advanced_Multi_Agent_Educational_Content_Generation_System.ipynb
Amazon_Personalized_Product_Recommendations.ipynb		Amazon_Personalized_Product_Recommendations.ipynb
Augmentation_+_Prompt_Engineering_bias_mitigation.ipynb		Augmentation_+_Prompt_Engineering_bias_mitigation.ipynb
Bayesian_modeling_in_disease_analysis.ipynb		Bayesian_modeling_in_disease_analysis.ipynb
Building,_optimizing,_and_scaling_Ray's_Datasets_library_and_data_processing_capabilities.ipynb		Building,_optimizing,_and_scaling_Ray's_Datasets_library_and_data_processing_capabilities.ipynb
Collecting_customer_feedback_directly_from_websites.ipynb		Collecting_customer_feedback_directly_from_websites.ipynb
Copy_of_lica_ml_Xiaomei.ipynb		Copy_of_lica_ml_Xiaomei.ipynb
Custom_Kernel_Integration.ipynb		Custom_Kernel_Integration.ipynb
Custom_Kernel_fusion_practice.ipynb		Custom_Kernel_fusion_practice.ipynb
Data_Radlab.ipynb		Data_Radlab.ipynb
Data_for_RAG.ipynb		Data_for_RAG.ipynb
Day_2_Classifying_embeddings_with_Keras.ipynb		Day_2_Classifying_embeddings_with_Keras.ipynb
Day_4_Fine_tuning_a_custom_model.ipynb		Day_4_Fine_tuning_a_custom_model.ipynb
Day_4_Google_Search_grounding.ipynb		Day_4_Google_Search_grounding.ipynb
DiaTweet_Advanced_Algorithm_Selection.ipynb		DiaTweet_Advanced_Algorithm_Selection.ipynb
Diffusion_GPT2_improve_reliability.ipynb		Diffusion_GPT2_improve_reliability.ipynb
Encode_and_Decode_TinyURLhash_product_env.ipynb		Encode_and_Decode_TinyURLhash_product_env.ipynb
Fine_Tuning_Alpaca_LoRA_llama_Sentiment_Analysis_on_Diabetes.ipynb		Fine_Tuning_Alpaca_LoRA_llama_Sentiment_Analysis_on_Diabetes.ipynb
Fine_tune_GPT2_XL_model_DPO.ipynb		Fine_tune_GPT2_XL_model_DPO.ipynb
Fine_tuning_for__Better__Answer_Generation_for_RAG.ipynb		Fine_tuning_for__Better__Answer_Generation_for_RAG.ipynb
GPT2XL_AI_Integrity_Shield.ipynb		GPT2XL_AI_Integrity_Shield.ipynb
GRPO_Countdown.ipynb		GRPO_Countdown.ipynb
Generative_AI_for_Personalized_Recipe_Generation_at_Safeway.ipynb		Generative_AI_for_Personalized_Recipe_Generation_at_Safeway.ipynb
KaggleX_Skill_Assessment_Challenge_.ipynb		KaggleX_Skill_Assessment_Challenge_.ipynb
Linear_Regression.ipynb		Linear_Regression.ipynb
Logistic_Regression.ipynb		Logistic_Regression.ipynb
Lora_Trainer.ipynb		Lora_Trainer.ipynb
Melwy_MinLSTM_MinGRU.ipynb		Melwy_MinLSTM_MinGRU.ipynb
Model_Fine_tuning_Bert.ipynb		Model_Fine_tuning_Bert.ipynb
Natural_Language_Processing_with_RNNs_.ipynb		Natural_Language_Processing_with_RNNs_.ipynb
Optimized_real_time_AI_music_generation_pipeline.ipynb		Optimized_real_time_AI_music_generation_pipeline.ipynb
Quantization,_Pruning,_and_Distillation_Optimizing_BERT_for_Intent_Classification.ipynb		Quantization,_Pruning,_and_Distillation_Optimizing_BERT_for_Intent_Classification.ipynb
README.md		README.md
Retrieval_Augmented_Generation_(RAG)_mitigate_the_problem_of_"hallucination".ipynb		Retrieval_Augmented_Generation_(RAG)_mitigate_the_problem_of_"hallucination".ipynb
SDOML_dataset_Xiaomei.ipynb		SDOML_dataset_Xiaomei.ipynb
SDOML_dataset_Xiaomei2.ipynb		SDOML_dataset_Xiaomei2.ipynb
STR Algorithms.ipynb		STR Algorithms.ipynb
Self_Consistency_prompt.ipynb		Self_Consistency_prompt.ipynb
Sentiment_Classification_Using_Adapters.ipynb		Sentiment_Classification_Using_Adapters.ipynb
SigLIP_demo.ipynb		SigLIP_demo.ipynb
Snippets_Importing_libraries.ipynb		Snippets_Importing_libraries.ipynb
Speech_and_Text_Fusion_Models.ipynb		Speech_and_Text_Fusion_Models.ipynb
Stereotypes_LoRA_Implementation_llama.ipynb		Stereotypes_LoRA_Implementation_llama.ipynb
Stock_price_prediction_with__LSTM.ipynb		Stock_price_prediction_with__LSTM.ipynb
Task_Aware_Distillation_and_Pruning.ipynb		Task_Aware_Distillation_and_Pruning.ipynb
Teacher_Model_Distillation_for_Education.ipynb		Teacher_Model_Distillation_for_Education.ipynb
TensorRT+MAX_Engine_performs_kernel_fusion_automatically.ipynb		TensorRT+MAX_Engine_performs_kernel_fusion_automatically.ipynb
TensorRT_performs_kernel_fusion_automatically.ipynb		TensorRT_performs_kernel_fusion_automatically.ipynb
Text_to_SQL_T5.ipynb		Text_to_SQL_T5.ipynb
Uncovering_Hidden_Bias_in_Image_Datasets_Using_CLIP_based_Semantic_Clustering.ipynb		Uncovering_Hidden_Bias_in_Image_Datasets_Using_CLIP_based_Semantic_Clustering.ipynb
Video_Search_and_Retrieval_System_with_Gemini+LLama_VLM.ipynb		Video_Search_and_Retrieval_System_with_Gemini+LLama_VLM.ipynb
Video_Search_and_Retrieval_System_with_spatial_search.ipynb		Video_Search_and_Retrieval_System_with_spatial_search.ipynb
Watermark_Processing_in_Streaming_Systems.ipynb		Watermark_Processing_in_Streaming_Systems.ipynb
Xiaomei_causal_workshop.ipynb		Xiaomei_causal_workshop.ipynb
advanced_rag.ipynb		advanced_rag.ipynb
basic_linear_regression_application_to_analyze_price_trends_over_time.ipynb		basic_linear_regression_application_to_analyze_price_trends_over_time.ipynb
decodingtrust_refactored.ipynb		decodingtrust_refactored.ipynb
deepseek.ipynb		deepseek.ipynb
detecting_diabetic_retinopathy_CNN_ResNet.ipynb		detecting_diabetic_retinopathy_CNN_ResNet.ipynb
diffusion_model_training_solution.ipynb		diffusion_model_training_solution.ipynb
forecasting_future_purchases_by_LSTM.ipynb		forecasting_future_purchases_by_LSTM.ipynb
fusion_technique_to_combine_the_outputs_of_different_hidden_layers_from_BERT.ipynb		fusion_technique_to_combine_the_outputs_of_different_hidden_layers_from_BERT.ipynb
gsm8k_dspy.ipynb		gsm8k_dspy.ipynb
intro_multimodal_rag.ipynb		intro_multimodal_rag.ipynb
intro_multimodal_use_cases.ipynb		intro_multimodal_use_cases.ipynb
intro_textemb_vectorsearch.ipynb		intro_textemb_vectorsearch.ipynb
kagglex_skill_assessment_challenge.ipynb		kagglex_skill_assessment_challenge.ipynb
lica_ml_Xiaomei.ipynb		lica_ml_Xiaomei.ipynb
mixture_of_experts_(MoE).ipynb		mixture_of_experts_(MoE).ipynb
predicting_customer_churn.ipynb		predicting_customer_churn.ipynb
proj1-Food Safety.ipynb		proj1-Food Safety.ipynb
pruning_learning_start.ipynb		pruning_learning_start.ipynb
representation_models_in_Large_Language_Models_(LLMs)_.ipynb		representation_models_in_Large_Language_Models_(LLMs)_.ipynb
text_to_video_generation.ipynb		text_to_video_generation.ipynb
the_Power_of_Transfer_Learning_lecture_note.ipynb		the_Power_of_Transfer_Learning_lecture_note.ipynb
whether_a_sentence_is_about_technology_or_not.ipynb		whether_a_sentence_is_about_technology_or_not.ipynb

daisysong76/AI--Machine--learning

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