Krishna Vamshi Kalakonda
AI Engineer
Hyderabad
Summary
Resourceful Artificial Intelligence Engineer with 4+ years of experience evaluating existing machine learning (ML) processes, conducting statistical analysis to resolve data set problems and enhancing accuracy of software's predictive automation capabilities. Extensive knowledge of ML frameworks, libraries and data structures. Collaborative team player possessing first-rate problem-solving and collaboration capabilities.
Overview
3
3
years of professional experience
6
6
years of post-secondary education
Work History
AI Engineer
L&T Technology Services
Hyderabad
04.2022 - Current
- Predicted a RAN failure before 24 hours with 86% recall and 70% precision for 10 different critical alarms within 3 weeks with a huge dataset(1.6TB)
- Used XGBoost Classifier on forecasted parameters for failure prediction
- The forecasting was done using an LSTM Autoencoder
- Part of a team to annotation project using Label Studio
- The annotated images were used in image segmentation task
- Created a platform for processing Purchase order documents
- Used NLP, Graph-ML and traditional ML libraries to create a solution to automate data extraction from PDF's with 94% accuracy
- Filed 4 patents on the solution we created in this project because of the uniqueness in feature engineering
- We increased the overall accuracy by 12% and decreased time taken for extraction by 80%
- Created Unit tests, API's for the solution we created and delivered with 80% good feedback
- Delivered data analysis project with 4.7 rating from the customer on detailed analysis of suspension configurations with a team of 3
- Filed a Total of 6 patents and created 2 more POC's on RCA for Log Data and opensource MLOps platform for internal iteration.
- Streamlined data preprocessing pipelines by automating routine tasks with Python scripting, reducing time spent on manual processes significantly
- Optimized existing AI models for improved efficiency and accuracy, utilizing advanced optimization methods
AI Freelancer
Everdev.net
London
02.2020 - 08.2021
- Created a annotated library of Video data for Human Interaction Module
- Reduced human interactions by 30% from average using annotated data and path predictions and crowd management
- Part of the team that rolled out 2 feature updates like reducing inference time by 10% and reducing feature storage by 20%.
- Enhanced client satisfaction by delivering high-quality work within deadlines.
Master Thesis
Technische Hochschule Deggendorf
Deggendorf
01.2019 - 10.2019
- Documented need of human visual attention for Robots
- Designed a two camera system with varied focal lengths
- Documented the performance of available algorithms for merging two images from these cameras into one spatially heterogeneous image using Point clouds
- Created a new one using basic OpenCV algorithms and achieved 96% accuracy in image matching
- Documented creation of a driver to control Logitech pan-tilt-zoom camera using an algorithm.
Education
M. Sc in Electrical and Information Technology - Power And Automation
Technische Hochschule Deggendorf
Deggendorf, Germany 10.2016 - 05.2019
Bachelors in Electronics and Communication Engineering -
Institute of Aeronautical Engineering
Hyderabad, India 09.2012 - 05.2016
Skills
Pandas
Deep Learning
Matplotlib
Numpy
Microsoft VisualStudio
Python
Scikit-Learn
SQL
Machine Learning
Microsoft Excel
Graph Neural Networks
MLFlow
Docker
OpenCV
LLM
Langchain
VertexAI
Natural Language Processing
PyTorch Framework
Feature Engineering
Patents and certifications
- Method and System to Extract Data using Spatial Features (US and India)
- Method and System to extract Non-Semantic Entities (US and India)
- Method and System of Comparing Digital Labels (US and India)
- Build and Deploy Machine Learning Solutions using Vertex AI - Google Cloud,
- Prompt design using Vertex AI - Google Cloud
- Computer Vision Nanodegree - Udacity
- Published SOBOT - An obstacle detecting and range finding robot at ICACEC 2016
Languages
English
Bilingual or Proficient (C2)
German
Intermediate (B1)
Telugu
Bilingual or Proficient (C2)
Hindi
Advanced (C1)
Work Availability
monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Timeline
AI Engineer
L&T Technology Services
04.2022 - Current
AI Freelancer
Everdev.net
02.2020 - 08.2021
Master Thesis
Technische Hochschule Deggendorf
01.2019 - 10.2019
M. Sc in Electrical and Information Technology - Power And Automation
Technische Hochschule Deggendorf
10.2016 - 05.2019
Bachelors in Electronics and Communication Engineering -
Institute of Aeronautical Engineering
09.2012 - 05.2016