Devcon Machine Learning Workshop

Requirements:

• Basic Knowledge of Calculus
• Basic Knowledge of Python Programming Language

Don't worry if you don't meet all requirements above :)

Before we start, install tensorflow first.

https://www.tensorflow.org/install/

Install Git

https://git-scm.com/downloads

Clone this repo

git clone https://github.com/jackg0h/devcon-ml

Cd into the folder

cd devcon-ml

Then install required libraries

pip3 install -r requirements.txt

Change Keras backend to Tensorflow

https://keras.io/backend/

Lets Get Started

Run following code in your terminal

jupyter notebook 

Workshop Objective:

• Sloving classification problem using supervise machine learning and deep learning algorithm

A machine learning project may not be linear, but it has a number of well known steps:

1. Define Problem.
2. Prepare Data.
3. Evaluate Algorithms.
4. Improve Results.
5. Present Results.

Here is an overview of what we are going to cover:

• Loading the dataset.
• Summarizing the dataset.
• Visualizing the dataset.
• Evaluating some algorithms.
• Making some predictions.

Dataset used:

Machine Learning:

• Tutorial: Iris dataset
• Handson: Titanic dataset

Deep Learning (CNN):

• Tutorial: MNIST (Handwritten dataset)
• Tutorial: Cat and Dog
• Handson : Malaysian Foods