Kuldeep Singh
Pune
Summary
- Dynamic and detail-oriented Machine Learning Engineer with 13+ years of experience in designing, developing, and deploying machine learning models. Proficient in Python, TensorFlow, and Scikit-learn with a strong background in data analysis, algorithm development, and model optimization. Adept at solving complex problems and delivering data-driven solutions in diverse industries.
- Seasoned Researcher proficient in analysis and data modeling. Highly efficient, accurate, and analytical professional successful at designing and implementing study parameters.
- An organized and motivated individual, eager to utilize time management and organizational skills across diverse settings. Seeking entry-level opportunities to enhance abilities while contributing to company growth.
Overview
13
13
years of professional experience
1
1
Certification
Work History
Deep Learning Engineer
Amdocs Development Centre India Pvt Ltd
Pune
03.2017 - Current
- Led the development of CNN models for image classification, object detection, and segmentation tasks, improving accuracy by 25%.
- Implemented transfer learning and fine-tuning on pre-trained CNN models such as VGG, ResNet, and Inception, reducing training time by 40%.
- Designed and optimized data augmentation pipelines to enhance model generalization and reduce overfitting.
- Integrated CNN models into production systems, collaborating with software engineers and data scientists to ensure seamless deployment.
- Conducted research on advanced CNN architectures and published findings in top-tier conferences.
Machine Learning Software Engineer
Bridgenext
Pune
02.2015 - 02.2017
- Developed and deployed predictive models for customer churn, improving retention rates by 15%.
- Designed and implemented machine learning pipelines for data preprocessing, feature engineering, model training, and evaluation.
- Utilized TensorFlow and Scikit-learn to create models for various classification and regression tasks.
- Conducted hyperparameter tuning using Grid Search and Random Search to optimize model performance.
- Collaborated with data scientists, software engineers, and business analysts to integrate machine learning solutions into production systems.
- Implemented A/B testing frameworks to validate model performance and business impact.
Principal Engineer
Envestnet Yodlee
Bangalore
09.2011 - 01.2015
- Designed and developed a data aggregation platform capable of scraping more than 5,000 websites daily.
- Replaced an outdated IE6-based crawler with Google Chrome and ChromeDriver to resolve critical business issues, such as websites not supporting IE browsers.
- Led a team of 8 in building an Agent Generation framework.
- Evaluated existing systems for performance optimization opportunities.
- Created technical documentation, including user manuals, system diagrams, and installation guides.
Education
Advance Programs in Leadership -
IIM Lucknow
Lucknow05-2023
Master in Computer Applications -
Chhatrapati Shahu Ji Maharaj University
Kanpur05-2011
Bachelor of Science -
Kumaun University
Nainintal05-2008
Skills
- Programming Languages: Python, R, Java, SQL
- Machine Learning Frameworks: TensorFlow, PyTorch, Scikit-learn, Keras
- Data Analysis Tools: Pandas, NumPy, Matplotlib, Seaborn
- Big Data Technologies: Hadoop, Spark
- Tools: Git, Docker, Kubernetes, Jupyter Notebooks
- Cloud Platforms: AWS, GCP, Azure
Languages
Hindi
First Language
Punjabi
Beginner
A1
English
Beginner
A1
Certification
- TensorFlow Developer Certificate
- AWS Certified Machine Learning – Specialty
- Deep Learning Specialization by Andrew Ng on Coursera
Membership
- Member, Association for Computing Machinery (ACM)
- Member, Institute of Electrical and Electronics Engineers (IEEE)
Accomplishments
- Showcase Transaction analytics pipeline at Quickathon 2019
- Single ownership for Designing Architecting entire Quicken Data platform
- Winner of Yodlee TechFest 2016 for Refresh Tracker innovation
Timeline
Deep Learning Engineer
Amdocs Development Centre India Pvt Ltd
03.2017 - Current
Machine Learning Software Engineer
Bridgenext
02.2015 - 02.2017
Principal Engineer
Envestnet Yodlee
09.2011 - 01.2015
Advance Programs in Leadership -
IIM Lucknow
Master in Computer Applications -
Chhatrapati Shahu Ji Maharaj University
Bachelor of Science -
Kumaun University
- TensorFlow Developer Certificate
- AWS Certified Machine Learning – Specialty
- Deep Learning Specialization by Andrew Ng on Coursera
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