didactic-diy

Data Engineering, Science & Analytics, for practice and utility.

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Category	Projects
Basics	git SQL Regex Data Structures in Python & JavaScript File Conversion (JSON, CSV, Parquet)
Search & Sorting Algorithms	Sorting: N-Best Using Min-Heap Path Traversal: Dijkstra's Algorithm
Encoding & Encryption	Character Encoding (binary, ascii, base64) Password Generation Hashing Algorithms Password Creation (hash & salt) Symmetric Encryption Asymmetric Encryption
Data Mining	Scraping Reddit using PRAW Scraping Tiktok using Pyppeteer & Selenium Automated URL Screenshots using Pyppeteer
Statistics & Machine Learning	Inferential Statistics: T-Tests Inferential Statistics: Chi-Square Logistic Regression (Binomial & Multinomial) Clustering: Vector Search using NearestNeighbors Classification: SVMs Decision Trees: XGBoost Decision Trees: Random Forest Recommendation: Personalized Movie Recommendations Recommendation: Contextual Bandits Anomaly Detection: EC2 CPU Utilization using Isolation Forest Simulation: Wildfire Spread
Metrics	Econometrics: Trimmed Mean Forecasting: Moving Average Engagement: Content Engagement Rate
GeoSpatial Analysis	Earthquake Tracking in R IP Locator in Python
Computer Vision	Face Detection using OpenCV Object Detection using ResNet & YOLOv Face Comparison using Face-Detection Object & Pose Detection, Image Segmentation in Images & Video via YOLO
Natural Language Processing	Sentence Classification using Supervised Learning Sentiment Analysis for Moderation Tasks Emotion Analysis using HuggingFace Audio Transcription using OpenAI Whisper & Google SpeechRecognition OCR using Tesseract Text-to-Speech using gTTS Text-to-Speech using Voice Cloning RAG with QWEN
Application Development	RESTful API in Flask Unit Testing

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License: GNU General Public License v3.0