Machine Learning

Course with Gen AI

#13

Automated Code Generation AI

Improve and develop an AI system that assists programmers by generating code snippets and debugging existing code. This AI should understand high-level requirements and translate them into functional code in multiple programming languages.

#14

Image Synthesis for Google Photos

Develop a GAN to generate high-quality, synthetic images to enhance user-generated content in Google Photos. This could involve creating realistic background replacements or enhancing image resolution.

#1

Email Categorization Tool

Microsoft is creating an email categorization tool to help users organize their inboxes. Use Python and machine learning (NLP) techniques to classify emails into predefined categories, SQL to store user feedback on categorization accuracy, and Tableau to visualize classification performance metrics.

#2

Network Utilization Dashboard for Infrastructure Planning

Jio requires a detailed analysis of network utilization for future infrastructure development. Pull network usage data with SQL, analyze the data for peak usage times using Python, and use Tableau to create a comprehensive dashboard for planners

#3

Credit Risk Assessment Using Probability and Statistics

Assess credit risk by applying probability distributions and statistical analysis on historical loan data. Use Python to create risk profiles and Bayes Theorem to update risk assessments based on new financial information.

#4

Optimizing Hospital Resource Allocation with Linear Algebra and Calculus

Apply optimization techniques to hospital resource allocation. Use calculus to model demand for hospital services and linear algebra for optimizing the scheduling of medical staff.

#5

Mood-Based Music Recommendation

Develop a system that predicts the mood of a track and recommends music based on the listener's current mood. Employ classification techniques and fine-tune using Bagging to handle the nuances of emotional classification.

#6

Student Performance Prediction

Develop a model to predict student performance and identify at-risk students early in the course. Use features like quiz scores, forum activity, and video watch times. Begin with logistic regression and consider ensemble methods for better accuracy.

#7

Zomato Cuisine Clustering for Recommendations

Zomato aims to enhance its recommendation engine using unsupervised learning. The project will apply K-Means clustering to categorize restaurants and cuisines based on user reviews and ratings.

#8

Anomaly Detection in Ride Fares

Implement an anomaly detection system to identify unusual fare prices that could indicate errors or fraudulent activity. This project could help maintain pricing consistency and customer trust.

#9

Apple iPhone Defect Detection Using CNN

Apple plans to implement a CNN-based anomaly detection system to improve iPhone manufacturing quality. The project includes tasks like image data pre-processing, CNN model training, and performance evaluation for detecting and classifying defects in production line images.

#10

Autonomous Driving Vision System

Develop a CNN-based vision system for autonomous driving that can accurately detect and classify road elements such as other vehicles, pedestrians, traffic signs, and lane markings. Focus on enhancing the system's ability to perform in varying weather and lighting conditions.

#11

Personalized Virtual Assistant

Craft your own voice-activated assistant using Python and NLP. This assistant should be able to understand and execute voice commands, akin to market leaders like Alexa and Siri, while learning from user inputs for a tailored interaction experience.

#12

Advanced Language Enhancement Tool

Refine a sophisticated language processing system that goes beyond grammar checking. Implement NLP and ML techniques to enhance writing clarity, tone, style, and engagement. Focus on multilingual support and context-aware suggestions.

#13

Automated Code Generation AI

Improve and develop an AI system that assists programmers by generating code snippets and debugging existing code. This AI should understand high-level requirements and translate them into functional code in multiple programming languages.

#14

Image Synthesis for Google Photos

Develop a GAN to generate high-quality, synthetic images to enhance user-generated content in Google Photos. This could involve creating realistic background replacements or enhancing image resolution.