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adventures-in-ml-code

This repository holds all the code for the site http://www.adventuresinmachinelearning.com

ai-predictivemaintenance

Azure AI-PredictiveMaintenance fir air flight component

ai_startup_prototype

This is the code for "Watch Me Build an AI Startup" By Siraj Raval on Youtube

analytics-componentized-patterns

GCP BigQuery ML

analytics_pipeline

Code to build a simple analytics data pipeline with Python

anomaly-reactionrl

Using RL for anomaly detection in NSL-KDD

apex-utils

autoencoder_classifier

Autoencoder model for rare event classification

awesome-anomaly-detection

A complete list of papers on anomaly detection.

awesome-decision-tree-papers

A collection of research papers on decision, classification and regression trees with implementations.

awesome-rl

Reinforcement learning resources curated

build-a-retail-startup

This is the code for "How to Build a Retail Startup" by Siraj Raval on Youtube

build-an-ai-startup-with-pytorch

This is the code for 'Build an AI Startup with Pytorch" by Siraj Raval

census-income

Given various features, the aim is to build a predictive model to determine the income level for people in US. The income levels are binned at below 50K and above 50K.

classification_randomforest_neuralnetwork

Constructed two distinctly different machine learning models, Random Forest model and Neural Network model (Multilayer Perceptron), to predict the positive class probability.

convolutional_neural_network

This is the code for "Convolutional Neural Networks - The Math of Intelligence (Week 4)" By Siraj Raval on Youtube

credit-card-fraud-detection-using-autoencoders-in-keras

iPython notebook and pre-trained model that shows how to build deep Autoencoder in Keras for Anomaly Detection in credit card transactions data

crnn-keras

CRNN (CNN+RNN) for OCR using Keras / License Plate Recognition

cwcf

Source code for paper Classification with Costly Features using Deep Reinforcement Learning.

data-driven-predictive-maintenance

data.table

R's data.table package extends data.frame:

data_science_interview_guide

These are the tips for "5 Steps to Pass Data Science Interviews" By Siraj Raval on Youtube

data_visualization

This is the code for Data Visualizaton - Data Lit #4 by Siraj Raval on Youtube

ddqn-per

Double Deep Q-Learning with Prioritized Experience Replay

deep-learning-and-rare-event-prediction

Deep Learning and Rare Event Prediction

deep-learning-for-time-series-and-nlp

A deep learning algorithm, based on CNN and LSTM, which is applicable for time series data classification and for NLP applications.

demand-forecasting-models

demand-forecasting-models-for-supply-chain-using-statistical-and-machine-learning-algorithms

Internship project

demo-scene

👾Scripts and samples to support Confluent Demos and Talks. ⚠️Might be rough around the edges ;-) 👉For automated tutorials and QA'd code, see https://github.com/confluentinc/examples/

dreamhouse-lwc

Sample application for Lightning Web Components on Salesforce Platform. Part of the sample gallery. Real estate use case. Get inspired and learn best practices.