Learning • Building • Innovating

Building Intelligent Systems for Real-World Problems.

I'm Ganesh Singh, an aspiring AI/ML Engineer passionate about Generative AI, intelligent agents, machine learning, and building practical software solutions.

Machine Learning•Generative AI•Agentic Systems
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Parul University, Vadodara, Gujarat
AI System Matrix
v2.0 · Live Focus
Ganesh Singh - Aspiring AI/ML Engineer
Ganesh Singh
Agentic AILangGraph · MCP
Predictive MLEDA · Scikit
Hybrid RecSysCosine · TF-IDF
FastAPI / FlaskModular APIs
Parul University M.Sc.Practical Execution
About Me

Curious Mind. Engineering Mindset.

Learning the foundations. Building practical solutions. Exploring what's next.

Ganesh Singh

Ganesh Singh

M.Sc. AI
Vadodara, Gujarat · Aspiring AI/ML Engineer

Parul University · Generative AI & Software Engineering

I'm an M.Sc. Artificial Intelligence student at Parul University with a background in commerce and a growing technical focus on machine learning, Generative AI, and software development.

Through academic projects, hands-on development, certifications, and industry job simulations, I've been developing practical skills in exploratory data analysis, predictive modelling, AI-powered applications, and agentic AI frameworks.

I'm particularly interested in building intelligent applications that solve real-world problems and combining AI capabilities with reliable software engineering.

Continuous Practical GrowthBridging data-driven AI capabilities with pragmatic, maintainable software design.
Education

M.Sc. Artificial Intelligence

Parul University, Vadodara

Focus Areas

AI / ML · Generative AI

Agentic Systems & Frameworks

Development

Python · APIs

Web & Backend Systems

Current Direction

Building & Improving

AI-Powered Real-World Projects

Technical Skills

My Technical Toolkit

Tools and technologies I'm learning and applying to build practical solutions.

Artificial Intelligence & Machine Learning

Core algorithms, data analysis, and predictive models

Machine Learning FundamentalsPredictive ModellingExploratory Data Analysis (EDA)Risk ProfilingData StorytellingTF-IDFCosine SimilarityContent-Based FilteringCollaborative Filtering
9 CapabilitiesPractical focus

Generative AI & Agentic Systems

Modern LLM agent architectures and workflows

Generative AILangGraphCrewAIAutoGenBeeAIModel Context Protocol (MCP)AI Chatbot DevelopmentAgentic AI Concepts
8 CapabilitiesPractical focus

Programming Languages

Languages used for algorithmic problem solving and development

PythonJavaC
3 CapabilitiesPractical focus

Web & Backend Development

Robust frameworks for APIs and application infrastructure

FlaskDjangoFastAPINode.jsREST APIs
5 CapabilitiesPractical focus

Data & ML Libraries

Numerical computation and statistical analysis toolkits

PandasNumPyScikit-learn
3 CapabilitiesPractical focus

Cloud & Developer Tools

Version control, workflow tooling, and cloud learning

AWS Machine LearningLaTeXGitGitHub
4 CapabilitiesPractical focus
Featured Projects

Projects That Turn Ideas Into Applications

A selection of machine learning, AI-powered applications, and structured backend systems.

Flagship ProjectMachine Learning & RecSys

CineMatch AI

Hybrid Movie Recommendation System

A personalized movie recommendation application combining content-based filtering and item-based collaborative filtering to generate relevant movie suggestions.

Hybrid recommendation strategy
Genre-based content similarity
Item-based collaborative filtering
Weighted recommendation scoring
PythonFlaskPandasNumPyScikit-learnTF-IDFCosine Similarity
Explore on GitHub
Hybrid RecSys Architecture
Weighted Pipeline
Content SimilarityTF-IDF Vectors
Weight: 0.6 · Cosine Metric Match
Collaborative FilteringItem Rating Matrix
Weight: 0.4 · Item-Item Correlations
Ranked SuggestionsCalculated
Result: Weighted Top-N ListScore: 0.94
REST API & Automated Testspytest passed
Banking AssistantNLP / Backend
AI Query Parser
Intent Routed
Contextual NLP
Modular Architecture
Interactive Banking AssistantActive Workflow
Artificial Intelligence · Application Development

SmartBank AI

AI-Powered Banking Assistant

An AI-powered banking application designed to support common banking-related interactions through an interactive assistant experience.

PythonAI / MLNLPBackend Development
Digital Learning PlatformWeb / DB
Curriculum ProgressStructured
Courses & ResourcesUser Activity Tracking
Resource OrganizationModular
Web Development · Backend Systems

Learning Management System

Structured Digital Learning Platform

A web-based Learning Management System focused on organizing learning resources, supporting user activities, and providing a structured learning experience.

Web DevelopmentBackend DevelopmentDatabase Systems
Credentials

Certifications & Professional Learning

Structured learning and practical exposure across AI, data analytics, and emerging technologies.

FutureSkills Prime / NASSCOM IT-ITeS SSC
July 2026

AWS Machine Learning

Ministry of Electronics & Information Technology, Government of India

Gold Category · Score: 97/100
Credential IDFSP/2026/7/10343395
TataPlatform: Forage
July 2026

GenAI Powered Data Analytics Job Simulation

Exploratory data analysis and risk profiling
Predictive modelling for delinquency
Business reporting and data storytelling
AI-driven collections strategy
BCGXPlatform: Forage
July 2026

GenAI Job Simulation

Data extraction and initial analysis
Development of an AI-powered financial chatbot
Coursera

IBM Agentic AI with LangGraph, CrewAI, AutoGen and BeeAI

Coursera

Model Context Protocol

Edu Pyramids · SINE · IIT Bombay

LaTeX Training

Score: 83.89/100
Academic Background

Education

Foundations in analytical problem solving and specialized postgraduate AI education.

Parul UniversityCurrent
2025 – Present

M.Sc. Artificial Intelligence — PICA

Vadodara, Gujarat, India
CGPA: 7.45 / 10
S.B. College
Full Time

B.Com. Accounting

Ara, Bihar, India
65.20%
Maharaja College
2022

12th Standard — BSEB

74%
H N K High School
2020

10th Standard — BSEAP

62%
Simulations

Practical Learning & Industry Simulations

Applied problem-solving and industry scenarios completed through structured corporate job simulations.

Tata

Virtual Job Simulation · Platform: Forage
Simulation

GenAI Powered Data Analytics Job Simulation

Applied data analytics and AI concepts to a simulated business problem.

Key Practical Deliverables:
Conducted exploratory data analysis.
Performed risk profiling.
Developed predictive modelling workflows.
Prepared business reporting and data storytelling deliverables.
Explored AI-assisted collections strategy.
Verified CurriculumForage Certified

BCGX

Virtual Job Simulation · Platform: Forage
Simulation

GenAI Job Simulation

Explored data analysis and AI-powered financial chatbot development through a job simulation.

Key Practical Deliverables:
Data extraction and initial analysis.
AI-powered financial chatbot development.
Verified CurriculumForage Certified
Get In Touch

Let's Build Something Intelligent.

I'm interested in AI, machine learning, Generative AI, and software engineering. Explore my work or connect with me to discuss ideas and opportunities.

Location
Vadodara, Gujarat, India
Open for technical discussions, AI/ML collaborations, and research initiatives.

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