Pandas

Skills for certificate:

Python

Data Science

Data Visualisation

Pandas

This is the page displaying all the material related to Pandas. This can include projects, blogs, certificates, university modules and work experience along with sub-skills.

Material

Adult Income Prediction

A project 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

A project 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.

Machine Learning Algorithms & Techniques Lab

Practicing various Machine Learning algorithms and techniques. This includes supervised, unsupervised, and reinforcement learning algorithms, as well as feature engineering, data preprocessing, and hyperparameter tuning. Some additional content in the field of Deep Learning and Neural Networks are also covered.

Machine Learning & Data Science Lab

This lab mainly focuses on learning generative models, using third-party models and using advanced techniques. This includes techniques such as transfer learning, LLM Agents, and Generative Models.

Computer Vision Labs

Code covering various Computer Vision topics to answer weekly lab questions.

Related Skills