Shashikiran Alloli

Shashikiran Alloli

A learned deep learning expert committed to providing innovative solutions that can be delivered...
India

نبذة عني

A learned deep learning expert committed to providing innovative solutions that can be delivered into production.

الخبرة

Lead Data Scientist

Course5i
Nov 2017 - حتى الآن · 8 سنوات 7 أشهر

Lead Data Scientist

Senior Software Engineer

Mindtree Ltd

Worked for the team responsible for developing a recommendation system for a home improvement company
Analyzed author and co-author network using publications data to find top influencers across the globe in different practices

Data Scientist

Lowe's

Had been part of Object detection model development for store bots to detect objects on the brick-and-mortar store shelves for inventory purposes; employed CNN achieving an accuracy of 77%
Analyzed sentiments of users based on unstructured data from various data sources - eCommerce website, Reddit, Twitter
Data Preprocessing, Statistical Model, Data Visualization, Exploratory Analysis, and Hypothesis creation

Data Scientist

Subex Ltd

Performed anomaly detection to find the dip in signals to locate the faulty cell sites, that eventually brought down the manual intervention costs by 30%, employed ML (time-series analysis) achieving an accuracy of 84%
Modeled topics of posts and reviews from Twitter, Reddit, news channel for a set of predefined tags, for a microchip manufacturer. NLP - TopicModelling
Building end to end Production ML Pipelines/ Workflow for automation of ML tasks using Sklearn, Apache Airflow TF Serving
Collaborating with a team of 5 members including data scientists and data engineers

Lead Data Scientist

Course5 Intelligence Pvt Ltd

Modeled a hybrid approach to customers' expected lifetime value (CLTV) prediction for a tech giant using both ML (random forest regressor) and DL (tensorflow2, keras) achieving RMSE - 45
Segmented customers based on their transactional behavior and also created the model to find the propensity of customers churning in the next 3 months, for a leading financial services bank in UAE with the help of ML (XGBoost classifier) with precision-recall curve 0.85, specificity 0.81, and sensitivity 0.90
Implemented cross-selling and up-selling (product recommendation) model for a financial services bank with success rate of conversion - 75%; using machine learning models
Deployed face detection and recognition for a multi-national company's annual/mid-year events and newsletters; using face_recognition through 128D face embeddings achieving an accuracy of 86%
Table detection using Deep Learning to extract financial information from Images and perform prediction; using YOLO-v4, SSD, LabelImg, OpenCV, and trained it on 1600 self-labeled images (accuracy of 78%)
Created a pipeline to translate conversational speech to text for a multinational microchip manufacturer using deep-speech3, speaker diarization (accuracy 82%), and Azure cognitive services (90% accuracy)
Guiding my team of 9 members including Data Scientists, ETL, and Data Analysts

Lead Data Scientist

Course5 Intelligence Pvt Ltd, Bengaluru, India

Modeled a hybrid approach to customers' expected lifetime value (CLTV) prediction for a tech giant using both ML (random forest regressor) and DL (tensorflow2, keras) achieving RMSE - 45
Segmented customers based on their transactional behavior and also created the model to find the propensity of customers churning in the next 3 months, for a leading financial services bank in UAE with the help of ML (XGBoost classifier) with precision-recall curve 0.85, specificity 0.81, and sensitivity 0.90
Implemented cross-selling and up-selling (product recommendation) model for a financial services bank with success rate of conversion - 75%; using machine learning models
Deployed face detection and recognition for a multi-national company's annual/mid-year events and newsletters; using face_recognition through 128D face embeddings achieving an accuracy of 86%
Table detection using Deep Learning to extract financial information from Images and perform prediction; using YOLO-v4, SSD, LabelImg, OpenCV, and trained it on 1600 self-labeled images (accuracy of 78%)
Created a pipeline to translate conversational speech to text for a multinational microchip manufacturer using deep-speech3, speaker diarization (accuracy 82%), and Azure cognitive services (90% accuracy)
Guiding my team of 9 members including Data Scientists, ETL, and Data Analysts.

Data Scientist

Subex Ltd, Bengaluru, India

Performed anomaly detection to find the dip in signals to locate the faulty cell sites, that eventually brought down the manual intervention costs by 30%, employed ML (time-series analysis) achieving an accuracy of 84%
Modeled topics of posts and reviews from Twitter, Reddit, news channel for a set of predefined tags, for a microchip manufacturer. NLP - TopicModelling.
Building end to end Production ML Pipelines/ Workflow for automation of ML tasks using Sklearn, Apache Airflow TF Serving.
Collaborating with a team of 5 members including data scientists and data engineers

Data Scientist

Lowe's, Moorseville, USA / Bengaluru, India

Had been part of Object detection model development for store bots to detect objects on the brick-and-mortar store shelves for inventory purposes; employed CNN achieving an accuracy of 77%
Analyzed sentiments of users based on unstructured data from various data sources - eCommerce website, Reddit, Twitter.
Data Preprocessing, Statistical Model, Data Visualisation, Exploratory Analysis, and Hypothesis creation.

Senior Software Engineer

Mindtree Ltd, Bengaluru, India

Worked for the team responsible for developing a recommendation system for a home improvement company.
Analyzed author and co-author network using publications data to find top influencers across the globe in different practices.

المهارات

تحليل البيانات المحترف Machine Learning Statistics scikit-learn SQL Python Regression Clustering Classification Deep Learning AI TensorFlow2 Keras C++ Apache Airflow Computer Vision CNN R-CNN Faster R-CNN SSD VGGNet LeNet ResNet Inception Xception AlexNet GANs GoogleNet Transfer Learning Object Detection Face Detection Image Classification YOLO v4 Semantic Segmentation Linux Time-series analysis NLP Topic Modelling TF Serving Data Preprocessing Statistical Modeling Data Visualisation Exploratory Analysis
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