Poetry
Skills for certificate:
Python
Poetry
This is the page displaying all the material related to Poetry. This can include projects, blogs, certificates, university modules and work experience along with sub-skills.
Material
Handwritten Digit Classifier
A handwritten digit classifier using built using a Convolutional Neural Network (CNN). Used various techniques such as data augmentation, batch normalisation, and dropout to improve the model's performance.
Adult Income Prediction
Comparing various classification algorithms to predict whether an adult earns more than $50,000 a year. Emphasis is on feature engineering, data preprocessing with One-Hot Encoding, and model optimization through hyperparameter tuning.
House Price Prediction
Comparing various regression algorithms to predict house prices in relation to the distance from the coast. Emphasis is on feature engineering, data preprocessing with One-Hot Encoding, and model optimization through hyperparameter tuning.
Custom Neural Network Classifier
Built a neural network from scratch to teach a Pacman agent. Used various techniques such as batch normalisation, dropout, momentum, learning rate decay and more to improve performance.
Machine Learning Algorithms
Practicing various algorithms and techniques. This includes supervised, unsupervised, and reinforcement learning algorithms, as well as feature engineering, data preprocessing, and hyperparameter tuning.
Reinforcement Learning Lab
Practicing various Reinforcement Learning algorithms and techniques. This includes Q-Learning, Deep Q-Learning, and Asynchronous Advantage Actor-Critic (A3C) algorithms.
Custom Q-Learning Agent
A custom Q-Learning agent learns to play Pacman. Required foundational Mathematics knowledge and understanding of the Q-Learning algorithm.