blog – Shraddha Anala

Overview of Ensemble Techniques

Machine Learning

ml notes

Back to the basics: We look at Ensemble Techniques.

Decision Tree

Machine Learning

ml notes

Back to the basics: We take a look at decision trees, Gini Impurity score and pruning a built tree.

Support Vector Machines + the Kernel trick

Machine Learning

ml notes

Back to the basics: We take a look at the SVM algorithm and understand the Kernel Trick.

February 22, 2024

Logistic Regression

Machine Learning

ml notes

Back to the basics: We take a look at the Logistic Regression model.

February 15, 2024

Bias and Variance in Machine Learning models

Machine Learning

ml notes

Back to the basics: Understanding Bias & Variance in ML models.

February 14, 2024

Overview of LLM Prompting Techniques

NLP

LLM

Prompting

We take a look at some prompting techniques to guide the large language models to produce the output we want.

January 19, 2024

Introduction to Retrieval Augmented Generation

NLP

LLM

Retrieval Augmented Generation

Learn how to improve the ability of LLMs to generate accurate, relevant and factually correct answers.

December 6, 2023

Setup a GCP Compute Engine Instance

cloud

GCP

Machine Learning

Learn how to setup a Virtual Machine on the Google Cloud Platform, and execute your ML projects and workflows there.

Set up a Virtual Environment using Conda

python

virtual environments

Learn how to create and manage virtual environments in Python using conda.