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Kanika's professional photo

Hey, I am

Building your intelligent solutions model by model!

Working with cat illustration

I am a passionate AI & Data Science student with over 2 years of experience in building ML solutions across NLP, Computer Vision, and Generative AI. Known for translating complex data into real-world applications through strong model-building, tuning, and teamwork.

Why hire me for your next AI project?

2+
Years Experience
15+
ML Projects
20+
GitHub Repos
300+
Students Taught

My Academic Journey

Loyalist College logo
In ProgressApr 2024 – Present
Ontario College Graduate Certificate
AI and Data Science

Loyalist College, Toronto, ON

Focus Areas:

  • Machine Learning & Deep Learning
  • Natural Language Processing
  • Computer Vision and Neural Networks
  • Deployment and ML and LLM Ops
  • AI Agents and creating Pipelines
University of Delhi logo
CompletedJul 2015 – Jun 2018
Bachelor of Science
Computer Science

University of Delhi, India

Focus Areas:

  • Software Engineering & System Design
  • Data Structures & Algorithms
  • Object Oriented Programming
  • Database Management & Web Technologies
  • Networking and Cyber-Security

Professional Experience

Mar 2024 – Present
Dollarama logo
Store Associate

Dollarama, Toronto, ON

  • Assist 1000+ customers per shift with high accuracy
  • Manage 6000 SKUs daily, reducing out-of-stock rates by 15%
  • Maintain high customer satisfaction scores
Feb 2022 – Feb 2024
Credence High School logo
Data Analyst & AI Educator

Credence High School, Dubai, UAE

  • Built Power BI dashboards & automated Excel reports for academic KPIs
  • Queried 2000+ student records via SQL to extract insights
  • Led exam department operations and digital reporting
  • Taught AI, ML & Python to 300 students with hands-on projects
Feb 2019 – May 2019
Jain Modern Public School logo
IT Support & Computer Science Teacher

Jain Modern Public School, New Delhi, India

  • Resolved IT issues & managed DOE/student data portals
  • Delivered digital tool training for staff & students
  • Taught Computer Science (Grades 1–8) with coding integration

Featured Projects

IoT Security System logo
IoT Security System
Jun – Jul 2025
AI-Enabled • Real-time Detection • Mobile Alerts

Built an AI-enabled smart home system using Q-Learning, DQN, and Bandits for event-based threat detection and alerts. Integrated Raspberry Pi with real-time camera/audio input.

Python
Q-Learning
DQN
Raspberry Pi
Flask
Biomedical LLM Chatbot logo
Biomedical LLM Chatbot
Jul – Aug 2025
5 Models • RAG Pipeline • Safety Guardrails

Built 5 chatbot models using RAG, PEFT-TinyLLaMA, and prompt engineering. Implemented guardrails for safety and precision.

HuggingFace
RAG
LangChain
FAISS
LoRA
Tweet Sentiment Analysis logo
Tweet Sentiment Analysis
May – Jun 2025
81% F1-Score • 35K Tweets • 5 Models

Built 5 sentiment classifiers achieving 81% F1-score with BiLSTM. Used Word2Vec, TF-IDF, and LIME for interpretability.

Python
NLP
Deep Learning
LSTM
NLTK
CrashCal (Car Crash Cost Estimator) logo
CrashCal (Car Crash Cost Estimator)
Sep – Dec 2024
87% Accuracy • $356 MAE • 20K Images

Image-based system using CNN to detect car damage and predict repair costs. Achieved 87% accuracy with $356 MAE using EfficientNet.

Python
CNN
Computer Vision
Azure
EfficientNet
Bank Customer Churn Prediction logo
Bank Customer Churn Prediction
Jun – Aug 2024
355K Records • 80% AUC • 116 Features

Built a churn model on 355K records using SVM & logistic regression with 80% AUC. Deployed with Flask and used SHAP for explainability.

Python
SVM
Logistic Regression
Flask
SHAP
Music Recommendation System logo
Music Recommendation System
May – Aug 2024
K-Means Clustering • Audio Features • Data Visualization

Clustered songs using K-Means and KNN, leveraged Pandas and SQL for structured data analysis. Visualized insights using Seaborn for data storytelling.

Python
K-Means
KNN
Pandas
SQL
Seaborn

Tools and Skills

Languages
🐍Python
95%
🗃️SQL
85%
📊R
75%
🟨JavaScript
60%
Machine Learning
🧠TensorFlow
90%
⚙️Scikit-learn
95%
🔥PyTorch
80%
👁️OpenCV
85%
Cloud & Tools
☁️AWS
75%
🌐Azure
80%
🐳Docker
70%
📝Git
90%
Data & Analytics
📈Power BI
90%
📊Tableau
85%
📋Excel
95%
🐼Pandas
95%

Let's Build Something Amazing Together

Ready to transform your data into intelligent solutions? Let's connect and discuss your next AI project.

kanika281196@gmail.com
Toronto, ON M1W 3T6