BETWEEN CODE & COGNITION—
I BUILD WHAT LEARNS.
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BETWEEN CODE & COGNITION—
(About.)
I'M GOKUL KRISHNA, MACHINE LEARNING ENGINEER. I USE PYTHON AND TENSORFLOW TO CRAFT INTELLIGENT SYSTEMS WHERE THE ELEGANCE OF ALGORITHMS AND THE BEAUTY OF DATA SCIENCE ASSEMBLED TO DELIVER EFFICIENT, HIGH-PERFORMING SOLUTIONS.
7+
Years
Experience
38+
Projects
Completed
MILLIONS
of Data
Processed
HUNDREDS
of Models
Built
∞
Coffee
Consumed
My Work
ML/AI projects showcasing end-to-end data science solutions and deployment
SageMaker Q&A System
Intelligent document processing with natural language understanding
SageMaker
NLP
AWS
Text Summarizer
AI-powered abstractive summarization using Google Pegasus
LLMs
Transformers
AWS
Student Prediction
ML pipeline with hyperparameter optimization and automated serving
MLflow
Optuna
FastAPI
Blog Generation
Serverless content creation with AWS Bedrock foundation models
AWS Lambda
Bedrock
Serverless
Grafana Dashboard
Real-time analytics with PostgreSQL and Docker containerization
Grafana
PostgreSQL
Docker
Mobile Price Classification
Random Forest classifier with SageMaker automation and CI/CD
SageMaker
Random Forest
CI/CD
My Values
Core principles that guide my ML/AI development approach
Business-Focused
Every ML solution I build is designed to solve real business challenges and deliver measurable impact.
Reproducibility
I ensure all ML pipelines are reproducible with proper versioning, tracking, and documentation.
Scalable Systems
I build ML systems that can scale from prototype to production with monitoring and drift detection.
Cross-Domain
I apply ML expertise across diverse domains - from automotive R&D to healthcare and cybersecurity.
Research-Driven
I stay current with latest research and incorporate cutting-edge techniques into practical solutions.
Performance
I focus on building efficient ML systems that deliver fast inference and optimal resource utilization.
Featured Writing & Achievements
Recognition and thought leadership in AI/ML and engineering innovation
My Writings
Hardware Solutions for Deep Learning
Medium.com
Mar 2022
FeaturedLaw Meets AI: A Deep Dive into LawLLM's Potential in Legal Research
Medium.com
Feb 2021
FeaturedProfessional Awards
Creativity and Innovation Award
EIS-IOT Technova, Tata Consultancy Services Ltd.
Nov 2021
AwardBest Project
Mechanical Engineering, Adi Shankara Institute of Engineering and Technology
Mar 2016
AwardProfessional Certifications
Industry-recognized credentials that validate my expertise in cutting-edge technologies
MLOps & Advanced ML
Complete MLOps Bootcamp with 10+ End To End ML Projects
Udemy
Aug 2025
VerifiedReinforcement Learning
Simplilearn
Mar 2022
VerifiedAdvanced Deep Learning and Computer Vision
Simplilearn
Nov 2021
VerifiedMachine Learning & NLP
Deep Learning with TensorFlow and Keras
Simplilearn
Sep 2021
VerifiedNatural Language Processing and Speech Recognition
Simplilearn
Feb 2021
Verified
Machine Learning
Simplilearn
Aug 2021
VerifiedData Science & Process
Data Science with Python
Simplilearn
May 2021
Verified
Python for Data Science
Simplilearn
Jun 2021
VerifiedLean Six Sigma Green Belt Certification
Tata Consultancy Services
Aug 2021
VerifiedAdvanced Programs
POST GRADUATE PROGRAM IN AI & ML
Simplilearn
Dec 2021
VerifiedPost Graduate Program In Cloud Computing
Simplilearn
Oct 2021
Verified11+
Professional Certifications
500+
Hands-on Applied Learning
7
ML Specializations
∞
Continuous Learning
My Tech Arsenal
Technologies and tools I use to build intelligent solutions
Programming
Python
Primary language for ML/AI development
MATLAB
Scientific computing and simulation
C
System programming and performance
Tcl/Tk
Automation and GUI scripting
SQL
Database querying and management
R
Statistical computing and data analysis
ML / AI
scikit-learn
Classical machine learning algorithms
TensorFlow
Deep learning framework for production
PyTorch
Research-focused deep learning
XGBoost
Gradient boosting framework
Hugging Face Transformers
Pre-trained models and NLP
LLMs
Large Language Models
Optuna
Hyperparameter optimization
NumPy
Numerical computing foundation
Pandas
Data manipulation and analysis
DevOps & Tools
Docker
Containerization for ML models
Linux
Operating system and shell scripting
Git / GitHub
Version control and collaboration
CI/CD (GitHub Actions)
Continuous integration and deployment
MLflow
ML lifecycle management
DVC
Data version control
FastAPI
High-performance API framework
Airflow
Workflow orchestration
Grafana
Monitoring and observability platform
Cloud & Data
AWS
Cloud platform with EC2, S3, ECR, IAM, SageMaker, CloudFormation, Beanstalk
Azure
Multi-Cloud Architecture
MongoDB
NoSQL document database
PostgreSQL
Relational database management
MY JOURNEY
Education and professional milestones that shaped my expertise
💼 Professional Experience
2023
CAE Data Scientist & FEA Engineer
General Motors LLC (via Tata Consultancy Services)
Developed ML surrogate models for multi-physics simulations (Kriging + evolutionary algorithms), cutting simulation time from 5–7h → 2–3 min. Achieved 11% mass reduction in Ultium GEN3 modules and mentored 60+ engineers in ML automation.
2019
Structural Analysis Engineer
Johnson & Johnson MedTech (via TCS)
Automated data workflows using Python and Tcl/Tk scripts, reduced manual effort by 20%, and performed FEA simulation to validate surgical device designs.
2017
🎓 Education
MSc Machine Learning & Deep Learning
University of Strathclyde, Glasgow
Graduated with Distinction. Specialized in advanced ML, DL, and NLP applications with a dissertation on clinical symptom extraction using LLMs.
2024
Post Graduate Program in Cloud Computing
Caltech - CTME & Simplilearn
Comprehensive program covering cloud architecture, AWS services, DevOps practices, and containerization. Gained expertise in scalable cloud solutions and infrastructure automation.
2022
Post Graduate Program in AI and Machine Learning
Purdue University & Simplilearn
Advanced curriculum in machine learning algorithms, deep learning frameworks, and AI applications. Focused on practical implementation and real-world problem solving.
2021
Bachelor of Technology (Mechanical Engineering)
Adi Shankara Institute of Engineering & Technology
Graduated with strong foundation in computational methods and engineering analysis. Received "Best Project" award for innovative simulation-driven design.
2016
Let's Build Something Amazing
Ready to transform your ideas into intelligent solutions? Let's discuss your next ML/AI project.
Gokul Krishna
ML Engineer & AI Researcher
Send a Message
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