My Projects 2017 Onwards (Mostly Data Analysis /ML)

Projects 2017-2019

MyCaption Workshop Task- Classic Iris Problem Case Study and comparison between PCA, LDA done during AI workshop at MyCaption.
Student Score Predictor- Student Score Predictor using Jupyter Notebook and Decision Trees.
Udemy Projects- Udemy Python Course projects like :
Interactive Dictionary,
Web Blocker,
creating Web Maps using Folium,
Motion Detector Cam using OpenCV,
Web scraping project on Real State property website,
Stock Market Analysis and
Geo Coder, Data collector using Flask
Udemy Machine Learning Projects- Case Studies on :
Breast Cancer Classification using SVM,
Fashion Class Classification case study using ANN,
Predicting likelihood of E signing loan based on financial history of customer.

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ML Foundations Course by Great Learning- Notes

In this blog, I am going to post my notes, assignments etc that I did during my course on ML Foundations by Great Learning. ML Maths Basics Topics Covered Line Concept Line, Planes and Hyper planes Vector Algebra-magnitude and dimension Vector Algebra-vector operations Dot Product Matrix Algebra Functions Maxima and Minima of Functions Chain Rule Maxima and Minima Applications in ML Gradient Descent using Partial Derivatives Intro to AI and ML AI-computer program that does something smart or makes smart decisions When computer program learns about the world from data we call it ML. We assume past is a good representation of future. Model building from data take data as input find patterns in data summarise the pattern in a mathematically precise way Machine Learning automates this model building. If data is without noise then finding a pattern is easy but unfortunately data contains both data and noise. Noise is unstructured and random. It does not repeat itself. ML does not assum...

Password Store App in C

A simple password storage type application developed using C language. Users can register and then login using their account. Password, Website name, Email Id can be stored for different accounts. It has a menu based interface to perform user operations like addition, modification, deletion and others. Users need to remember just one password, using which he can access many others of different accounts. Also many users can use same app. Data of each user will created and stored in different .DAT files which will be created when user registers first time. Structures, file handling, pointers etc are used. Code Link

OCR Image Text Detection and Image Manipulation Project

Developed as a course project, the main goal behind this project was to test ability to learn and use python libraries , use openCV to detect faces, tesseract to do optical character recognition and ability to use PIL to composite images together into contact sheets. Task was to write python code which allows one to search through the images looking for occurrences of keywords and faces, to perform text detection on newspaper images data and r eturn a contact sheet of all the faces which were located on the newspaper page which mentions that text . I divided whole task into subtasks into functions like, get files, binarise, to check is string is found, to chow faces, to show sheet, building contact sheet and used libraries to achieve each task, like for images used PIL, cv2, etc

Ankita Rafiz

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