Mandeep Singh
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Mandeep Singh Email & Phone Number

Data Scientist and Machine Learning Engineer at Georgian College
Location: Greater Toronto Area, Canada, Canada 5 work roles 3 schools
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Current company
Role
Data Scientist and Machine Learning Engineer
Location
Greater Toronto Area, Canada, Canada

Who is Mandeep Singh? Overview

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Quick answer

Mandeep Singh is listed as Data Scientist and Machine Learning Engineer at Georgian College, based in Greater Toronto Area, Canada, Canada. AeroLeads shows a matched LinkedIn profile for Mandeep Singh.

Mandeep Singh previously worked as Data Scientist & AI Engineer at Georgian and Data Scientist at Asharp Infotech. Mandeep Singh holds Diploma Of Education, Non-Profit/Public/Organizational Management from Cambrian College.

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Email format at Georgian College

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Georgian College

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Profile bio

About Mandeep Singh

• Seasoned Data Scientist & ML Engineer with 4+ years of extensive experience in developing, deploying, and optimizing ML and artificial intelligence models, particularly in natural language processing and large language models (LLM)• Proficient in advanced statistical analysis, AI algorithms, and predictive modeling with a strong background in Python, R, and SQL for data manipulation, feature engineering, and model development.• Expertise in large language models (LLMs) and AI technologies, including fine-tuning and deploying models like GPT-4, BERT, and other transformer architectures to solve complex natural language understanding tasks• Well-versed with major LLM including GPT, Claude, Llama, and Gemini, enhancing NLP capabilities through advanced techniques such as Retrieval Augmented Generation (RAG) and Zero-Shot/Few-Shot learning• Experienced in A/B testing and experimental design, achieving significant improvements in user engagement and conversion rates by applying data-driven insights to product features• Proficient in data wrangling using Python libraries including NumPy, Pandas, and Scikit-Learn, as well as SQL databases such as MySQL and PostgreSQL, to clean, transform, and prepare data for analysis• Proficient in utilizing Python 3. X, TensorFlow, PyTorch, Transformers, Scikit Learn, LangChain, Boto3, and Haystack to address a wide range of ML and NLP challenges, delivering robust and scalable solutions• Strong proficiency in data visualization and storytelling, using tools like Tableau, Power BI, and Matplotlib to create compelling, actionable insights for stakeholders• Expertise in deploying ML models to production in AWS Bedrock and Azure Machine Learning, leveraging CI/CD pipelines, Docker for containerization, and Kubernetes for orchestration to ensure high availability and scalability• Adept in deploying and managing machine learning and AI models on cloud platforms such as AWS, and Azure, ensuring scalability and performance optimization• Expert in developing MLOps pipelines using AWS SageMaker, ensuring streamlined model deployment, monitoring, and management for robust and scalable machine learning solutions• Solid experience with version control and collaborative development workflows, utilizing Git, GitHub, and Agile methodologies to streamline project delivery and improve code quality

Current workplace

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Georgian College
Georgian College
Data Scientist and Machine Learning Engineer
Toronto, ON, CA
AeroLeads page
5 roles

Mandeep Singh work experience

A career timeline built from the work history available for this profile.

Data Scientist & Ai Engineer

Current
Georgian

Canada

  • Developed and deployed large language models (LLMs) to enhance natural language understanding and generation capabilities for various applications, including chatbots, virtual assistants, and content-generation tools
  • Managed NLP projects using techniques like named entity recognition (NER), sentiment analysis, and machine translation to extract insights and enhance automated text processing
  • Deployed Generative AI solutions utilizing LLMs such as OpenAI, Llama, Claude, Gemini, and PaLM, achieving state-of-the-art performance in various applications
  • Executed CI/CD pipelines to streamline the deployment of Machine Learning models on AWS and Azure, utilizing Docker for containerization to ensure consistency across environments, and Kubernetes for orchestration to.
  • Leveraged LLMs Using GPT and SBERT embeddings for advanced NLP tasks, fine-tuning models for question-answering, resulting in enhanced accuracy and performance in information retrieval tasks
  • Utilized data extraction tools such as Textract and AWS Hyper Science Intelligent Document Processing to extract information from both structured and unstructured documents, including scanned images and handwritten data
Sep 2023 - Present

Data Scientist

India

  • Spearheaded data-driven projects to achieve strategic company goals, utilizing insights from data analysis to drive innovation and informed decision-making
  • Successfully deployed machine learning models as AWS Lambda functions, enabling scalable, serverless execution, and seamless integration with cloud-based applications
  • Utilized GPT and SBERT embeddings for advanced NLP tasks, fine-tuning models for question-answering to significantly enhance accuracy and performance in information retrieval
  • Designed and implemented end-to-end machine learning pipelines, including data importation, cleaning, preprocessing, model training, validation, hyperparameter tuning, and deployment
  • Automated business processes using Robotic Process Automation tools, integrating machine learning models for decision-making tasks, and developed in-house OCR solutions to improve data extraction accuracy
  • Trained and fine-tuned statistical and NLP-based machine learning models using TensorFlow, applying regularization techniques to prevent overfitting and enhance predictive accuracy
Nov 2020 - Dec 2022

Data Engineer

India

  • Implemented robust ETL pipelines using Apache and Hadoop, and built scalable data warehouses and data lakes on cloud platforms like AWS, and Azure to efficiently process large volumes of structured and unstructured data
  • Developed and optimized SQL queries for ETL, automated data ingestion with NiFi and AWS Glue, and monitored pipeline performance for efficiency
  • Utilized Kafka for real-time data streaming, and leveraged containerization technologies such as Docker and Kubernetes to deploy and manage data processing applications, ensuring scalability and fault tolerance
  • Executed data governance and security measures, including data encryption, and conducted data quality assessments to ensure the reliability and accuracy of data assets, complying with industry regulations
  • Collaborated with data scientists and analysts to understand data requirements, delivered high-quality data sets for machine learning, and created APIs for seamless data access and integration between systems
Jun 2019 - May 2020
3 education records

Mandeep Singh education

Diploma Of Education, Non-Profit/Public/Organizational Management

FAQ

Frequently asked questions about Mandeep Singh

Quick answers generated from the profile data available on this page.

What company does Mandeep Singh work for?

Mandeep Singh works for Georgian College.

What is Mandeep Singh's role at Georgian College?

Mandeep Singh is listed as Data Scientist and Machine Learning Engineer at Georgian College.

Where is Mandeep Singh based?

Mandeep Singh is based in Greater Toronto Area, Canada, Canada while working with Georgian College.

What companies has Mandeep Singh worked for?

Mandeep Singh has worked for Georgian College, Georgian, Asharp Infotech, On Demand Agility, and On Demand Agility Software Private Limited.

How can I contact Mandeep Singh?

You can use AeroLeads to view verified contact signals for Mandeep Singh at Georgian College, including work email, phone, and LinkedIn data when available.

What schools did Mandeep Singh attend?

Mandeep Singh holds Diploma Of Education, Non-Profit/Public/Organizational Management from Cambrian College.

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