-
Notifications
You must be signed in to change notification settings - Fork 4
Machine Learning Notes
Jinlian(Sunny) Wang edited this page Jun 9, 2020
·
101 revisions
- Precision, Recall & Accuracy Spam detection, precision makes sense, while fraud detection and sick patient detection, recall makes sense.
- Book: Python Data Science Handbook
- Conda Managing environments
- Activation Functions: Neural Networks: Sigmoid, tanh, Softmax, ReLU, Leaky ReLU EXPLAINED !!!
- Pete Warden's blog on Machine Learning
- Neural Networks : A 30,000 Feet View for Beginners
- Deploying Keras Deep Learning Models with Flask
- How to deploy a Serverless Machine Learning Microservice with AWS Lambda, AWS API Gateway and scikit-learn
- Creating and Scaling a Keras Model in ApacheSpark using DL4J
- An Easy Guide to build new TensorFlow Datasets and Estimator with Keras Model
- How to leverage TensorFlow's TFRecord to train Keras model
- A complete tutorial on using own dataset to train a CNN from scratch in Keras
- Jupyter notebooks for the code samples of the book "Deep Learning with Python"
- A detailed example of how to use data generators with Keras
- Fun with CoreML - how to convert Cafe to ML Model
- Running Keras models on iOS with CoreML
- Handwritten digit recognition with MNIST on iOS with Keras
- Display Deep Learning Model Training History in Keras
- Intuit and Implement: Batch Normalization
- When to Use MLP, CNN, and RNN Neural Networks
- Learning Python: From Zero to Hero
- Keras Tutorial: The Ultimate Beginner’s Guide to Deep Learning in Python
- Stanford Course: CS229 - Machine Learning
- Stanford Course: CS231n: Convolutional Neural Networks for Visual Recognition
- Book: Machine Learning by Absolute Beginners, second edition by Oliver Theobald
- Book: Make Your Own Neural Networks, by Tariq Rashid
- How we're teaching computers to understand pictures (TED2015 by Fei Fei Li)
- A Beginner's Guide To Understanding Convolutional Neural Networks - Part I
- ImageNet Project
- Codelabs for ML Kit for Firebase: iOS
- Codelabs for ML Kit for Firebase: Android
- Deep Learning: Keras Short Tutorial
- Why you need to improve your training data, and how to do it
- Learn How to Code and Deploy Machine Learning Models on Spark Structured Streaming
- General code to convert a trained keras model into an inference tensorflow model
- Intro to Machine Learning on Android — How to convert a custom model to TensorFlow Lite
- Core ML: Machine Learning for iOS
- 22: "A path for learning", with special guest Meghan Kane
- A COMPARISON OF DEEP LEARNING FRAMEWORKS
- Wiki: Comparison of deep learning software
- Battle of the Deep Learning frameworks — Part I: 2017, even more frameworks and interfaces
- A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN
- Understanding and Building an Object Detection Model from Scratch in Python
- AI & Machine Learning News. 02, July 2018
- Image Classification using Convolutional Neural Networks in Keras
- Learn OpenCV : C++ and Python Examples
- Behind the Magic: How we built the ARKit Sudoku Solver
- How to break a CAPTCHA system in 15 minutes with Machine Learning
- Course: OpenCV for Beginners
- CoreML, Keras and TensorFlow — a super simple end to end test
- The data that transformed AI research—and possibly the world
- OpenCV Tutorial: A Guide to Learn OpenCV
- Gentle guide on how YOLO Object Localization works with Keras (Part 1)
- Implementing Object Detection in Machine Learning for Flag Cards with MXNet
- Data Augmentation Techniques in CNN using Tensorflow
- Deep Learning for Object Detection: A Comprehensive Review
- USING TENSORFLOW TO RECOGNIZE YOUR OWN OBJECTS
- Generating a dataset of playing cards to train a neural net
- Yolo-v3 and Yolo-v2 for Windows and Linux
- Describable Textures Dataset (DTD)
- Object detection with neural networks — a simple tutorial using keras
- Splash of Color: Instance Segmentation with Mask R-CNN and TensorFlow
- Using Apple's Machine Learning for License Plate Recognition
- Mask R-CNN by Facebook Research
- Numerical Coordinate Regression with Convolutional Neural Networks
- Reading the VGG Network Paper and Implementing It From Scratch with Keras
- An Analysis of Deep Neural Network Models for Practical Applications
- ImageNet: VGGNet, ResNet, Inception, and Xception with Keras
- Using convolutional neural nets to detect facial keypoints tutorial
- Achieving Top 23% in Kaggle's Facial Keypoints Detection with Keras + Tensorflow
- Detecting facial features using Deep Learning
- Beyond Bounding Boxes: Precise Localization of Objects in Images
- Guide To Multi-Class Multi-Label Classification With Neural Networks In Python
- Multi-Class Classification Tutorial with the Keras Deep Learning Library
- Up-sampling with Transposed Convolution
- Learn about Fully Convolutional Networks for semantic segmentation
- Credit Card Fraud Detection using Autoencoders in Keras — TensorFlow for Hackers (Part VII)
- How Machine Learning Facilitate Fraud Detection?
- Credit Card Fraud Detection - an Insight into Machine Learning and Data Science
- Credit Card Fraud Detection - Dataset
- Codelabs for ML Kit for Firebase
- Run Keras Models in Parallel on Apache Spark using Apache SystemML
- Deep Learning With Apache Spark — Part 1
- Deep Learning With Apache Spark — Part 2
- Regression Tutorial with the Keras Deep Learning Library in Python - Housing Price
- Series: Machine Learning is Fun!
- Logo detection in Images using SSD
- Text Classification is Your New Secret Weapon
- A Comprehensive Guide to Understand and Implement Text Classification in Python
- Practical Text Classification With Python and Keras
- flow_from_directory() class-labels
- Playing with Loss Functions in Deep Learning
- Multi-task Learning in Keras | Implementation of Multi-task Classification Los
- Make a custom loss function in keras
- 4 Point OpenCV getPerspective Transform Example
- How to Build a Kick-Ass Mobile Document Scanner in Just 5 Minutes
- The Basics of NumPy Arrays
- Cutoff- OpenCV warpperspective
- Transform Rectangle to trapezoid for perspective
- Keras Custom loss function to pass arguments other than y_true and y_pred
- The 7 Steps of Machine Learning
- 10 questions machine learning engineers can expect in a job interview
- How to show the whole image when using OpenCV warpPerspective
- AutoML 3 parts series by Fast.ai
- Using TensorFlow Lite on Android
- TensorFlow Lite by Firebase
- Train and host Scikit-Learn models in Amazon SageMaker by building a Scikit Docker container