Pinned Repositories
Aerial-Cactus-Identification
Trained a CNN model to classify cactus species (columnar cactus) in a binary classification challenge, hosted on Kaggle competition. Refined the model with image augmentation, pre-trained VGG16 model parameters using transfer learning, and improved the identification metric (area under ROC score) from 0.9964 to 0.9971 on the test set.
Cookbook
The Data Engineering Cookbook
Create-Customer-Segments
Find ml assisted customer segments to design better strategies for product delivery.
deeplearning-models
A collection of various deep learning architectures, models, and tips
Dog-Breed-Classification-App
Dog breed classification and human dog-breed resemblance application using pre-trained image classification models.
Finding-Donors-for-Charity
Model people's income to infer donation request viability using ml.
handson-ml
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.
Logistic-Regression-from-Scratch
Implementation of Logistic Regression Classifier.
machine-learning-systems-design
A booklet on machine learning systems design with exercises
Perspective-Correction
Correct the perspective look of an image.
sraddhanjali's Repositories
sraddhanjali/Perspective-Correction
Correct the perspective look of an image.
sraddhanjali/Cookbook
The Data Engineering Cookbook
sraddhanjali/deeplearning-models
A collection of various deep learning architectures, models, and tips
sraddhanjali/handson-ml
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.
sraddhanjali/machine-learning-systems-design
A booklet on machine learning systems design with exercises
sraddhanjali/Aerial-Cactus-Identification
Trained a CNN model to classify cactus species (columnar cactus) in a binary classification challenge, hosted on Kaggle competition. Refined the model with image augmentation, pre-trained VGG16 model parameters using transfer learning, and improved the identification metric (area under ROC score) from 0.9964 to 0.9971 on the test set.
sraddhanjali/Create-Customer-Segments
Find ml assisted customer segments to design better strategies for product delivery.
sraddhanjali/Dog-Breed-Classification-App
Dog breed classification and human dog-breed resemblance application using pre-trained image classification models.
sraddhanjali/Finding-Donors-for-Charity
Model people's income to infer donation request viability using ml.
sraddhanjali/Logistic-Regression-from-Scratch
Implementation of Logistic Regression Classifier.
sraddhanjali/calib_challenge
The comma.ai Calibration Challenge!
sraddhanjali/computervision-recipes
Best Practices, code samples, and documentation for Computer Vision.
sraddhanjali/Deep-Learning-Papers-Reading-Roadmap
Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!
sraddhanjali/gt-cs6250
Project Code for Computer Networking
sraddhanjali/IEX-API
The IEX API provides any individual or academic, public or private institution looking to develop applications that require stock market data to access near real-time quote and trade data for all stocks trading on IEX.
sraddhanjali/keyboard-shortcuts-practice
sraddhanjali/learning
Becoming 1% better at data science everyday
sraddhanjali/LightRAG
The Lightning Library for LLM Applications.
sraddhanjali/MNIST-Handwritten
Classification of MNIST handwritten digits & custom handwritten digits.
sraddhanjali/pandas
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
sraddhanjali/Predict-Housing-Prices
Predicting housing prices in Boston.
sraddhanjali/Project-Euler-solutions
Runnable code for solving Project Euler problems in Java, Python, Mathematica, Haskell.
sraddhanjali/pyAudioAnalysis
Python Audio Analysis Library: Feature Extraction, Classification, Segmentation and Applications
sraddhanjali/pyrotation
A Python package to help teach and learn the math of 3D rotation.
sraddhanjali/PyTeapot-Quaternion-Euler-cube-rotation
Visualization of IMU orientation from quaternion or Euler angles with a rotating cube
sraddhanjali/reinforcement-learning-an-introduction
Python Implementation of Reinforcement Learning: An Introduction
sraddhanjali/Teach-a-Quadcopter-To-Fly
Design a reinforcement learning task and an agent to fly a quadcopter.
sraddhanjali/Twitter-Sentiment-Analysis-
Pattern Recognition Final Project
sraddhanjali/Video-Power-Analysis
sraddhanjali/WearableSensorData