Tensorflow Training
〰️
Tensorflow Training 〰️
https://starttechacademy.com/cnn-for-computer-vision-in-python/
Keras Datasets: https://keras.io/api/datasets/
CHEQUE - Digital Recognition by Deep Learning Techniques.pdf
halal food prediction paper using ANN.pdf
https://thehighestofthemountains.com/brainmaps.html
deep learning interview questions.pdf
https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-deep-learning
https://generated.photos/faces/asian-race
https://quickdraw.withgoogle.com/
https://neuralnetworksanddeeplearning.com/index.html
https://www.dkriesel.com/en/science/neural_networks
CNN
Understanding CNN with Dr. Alvin.ipynb
Dr. Alvin's IBF Day 4 CNN on MNIST Digits Dataset.ipynb
(Classifying Handwritten Digits with CNN)
Trained Classification Model for Fashion MNIST Dataset.h5
Predicting Images of Clothes using CNN by Dr Alvin Ang.ipynb
Predicting Images of Common Objects using CNN by Dr Alvin Ang.ipynb
RNN
Machine Learning Training
〰️
Machine Learning Training 〰️
AI / ML / DL
Types of ML Models
Supervised Learning
Linear Regression
Simple Linear Regression with Statsmodel by Dr Alvin Ang.ipynb
Simple Linear Regression using SKLearn by Dr Alvin Ang.ipynb
Multiple Regression using Scikit Learn with Python by Dr Alvin Ang.ipynb (Advertising.csv)
Multiple Regression using Scikit Learn with Python (Part II) by Dr Alvin Ang.ipynb (AutomobileEDA.csv)
Multiple Regression
Polynomial Regression
DS Lifecycle
K Means
Elbow / Silhouette
Hierarchical Clustering
PCA
Spline Regression
Logistic Regression
Decision Tree
Gini / Entropy
Random Forest Regression
Support Vector Machine (SVM) - for Classification only
Naive Bayes (NB) Classifier
XGBoost Regression
XGBoost Classification
https://www.developer.tech.gov.sg/products/categories/platform/maestro/overview
ML Cheatsheet.pdf
How to Load the Iris Dataset into Python by Dr. Alvin Ang.ipynb
Various Places to Get Datasets for Machine Learning by Dr Alvin Ang.ipynb
Various Ways of Train Test Splits with Python by Dr Alvin Ang.ipynb
https://thecleverprogrammer.com/2020/11/15/machine-learning-projects/
30 Python Libraries to Boost Your Data Science Productivity.pdf
https://terencelucasyap.com/predicting-singapore-pools-4d-lottery-winning-numbers-machine-learning/
Scalable Efficient Big Data Pipeline Architecture – Machine Learning for Developers
Slides for Part 0 of Scikit Learn with Dr. Alvin Ang (Contents).pdf
Slides for Part 1 of Scikit Learn with Dr. Alvin Ang (Overview of ML).pdf
