Sumit Singhal work email
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Sumit Singhal personal email
I have 2+ years of experience in data science through jobs and internships. I graduated from IIT Kanpur and joined Slice as a data scientist, and I have been working there for the past 1.5 years. At Slice, I worked in two verticals. In the first vertical, I was in the machine learning pod. I spearheaded facial features and spoof face detection models, saving Rs 1 million monthly. I enhanced the user experience by generating avatars and interactive QR codes using generative AI. Collaborating on a prize-winning customer support AI chatbot secured Rs. 1.5 lakh at a hackathon. Under the second vertical, I was in the collections team. I managed defaulting user data and crafting and implementing sophisticated debt collection risk models by analyzing 80 key features over 6 months. My strategic optimization of user allocation among tele-calling agents resulted in an impressive 18% increase in late payment collections.As a data science intern at ITC Limited, I performed statistical modeling on machine breakdown and production data to enhance unit productivity. In my one-year IIT Kanpur research, I authored a paper on machine learning, in which I developed an ML framework to reduce flight delays by 14 minutes. College projects include predicting audio events with semi-supervised learning and forecasting car insurance claims using classical ML techniques.
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Data Science EngineerMyntraBengaluru, Ka, In -
Data ScientistAcko Jan 2024 - PresentBengaluru, Karnataka, India -
Data ScientistSlice Jun 2022 - Nov 2023Bengaluru, Karnataka, IndiaI successfully led key projects in Computer Vision, achieving over ₹1M in monthly savings through a custom user onboarding pipeline and improving face and eye detection with Google ML Kit. In Deep Learning, I developed a robust liveliness detection model and optimized hyperparameters with precision. My expertise extended to Generative AI, where I created realistic avatars and implemented advanced models for QR code generation utilizing Stable Diffusion Models and Control Nets. In… Show more I successfully led key projects in Computer Vision, achieving over ₹1M in monthly savings through a custom user onboarding pipeline and improving face and eye detection with Google ML Kit. In Deep Learning, I developed a robust liveliness detection model and optimized hyperparameters with precision. My expertise extended to Generative AI, where I created realistic avatars and implemented advanced models for QR code generation utilizing Stable Diffusion Models and Control Nets. In Algorithm-design, I developed an even user-agent distribution system and improved collections by 24% through language optimization. Data Engineering efforts included pipeline enhancement and RESTful API architecture. Additionally, my work in Natural Language Processing to create customer support AI led to enhanced chatbot resilience and a hackathon-winning chatbot creation. Show less -
Optimized Flight Departure Time Using Machine Learning And Bayesian TechniquesIndian Institute Of Technology, Kanpur Jan 2021 - Jun 2022Kanpur, Uttar Pradesh, IndiaAs the sole first author of a 40-page research paper currently under review at Transportation Research Part C having impressive H-index of 164, I've showcased strong research and analytical skills. I developed a Bayesian ML framework with multiple loss functions that saved 1630 minutes, reducing delays for 83% of flights. I extracted crucial parameters from government datasets and identified 12 key factors affecting flight delays utilizing SHAP plots and WMA charts. Statistical analysis and… Show more As the sole first author of a 40-page research paper currently under review at Transportation Research Part C having impressive H-index of 164, I've showcased strong research and analytical skills. I developed a Bayesian ML framework with multiple loss functions that saved 1630 minutes, reducing delays for 83% of flights. I extracted crucial parameters from government datasets and identified 12 key factors affecting flight delays utilizing SHAP plots and WMA charts. Statistical analysis and machine learning techniques like Ridge regression, XG-Boost, ANN, and LightGBM were used to create a delay prediction pipeline with an impressive 84% F1 score. Furthermore, I leveraged Bayesian optimization for optimizing flight departure times to minimize journey delays. This research demonstrates a profound understanding of the subject matter and expertise in data analysis and machine learning. Show less -
Data ScientistItc Limited May 2021 - Jul 2021Munger, Bihar, IndiaDuring my tenure as a Techno Managerial Intern at ITC Limited, I delved into the realm of Industry 4.0, focusing on Real-Time Condition-Based Monitoring for machine KPIs, all under the banner of Six Sigma excellence.My contributions included the identification of 9 crucial factors for machine breakdown, leading to the development of alert conditions using EMWA control charts. This was further augmented by a rigorous Root Cause Analysis conducted within a Six Sigma framework, resulting… Show more During my tenure as a Techno Managerial Intern at ITC Limited, I delved into the realm of Industry 4.0, focusing on Real-Time Condition-Based Monitoring for machine KPIs, all under the banner of Six Sigma excellence.My contributions included the identification of 9 crucial factors for machine breakdown, leading to the development of alert conditions using EMWA control charts. This was further augmented by a rigorous Root Cause Analysis conducted within a Six Sigma framework, resulting in the identification of 10 critical attributes that had been leading to false rejections.The results of this endeavor were remarkable: a 21% increase in production, made possible by the implementation of a monitoring system across the machine's three KPIs through the utilization of Power BI and Python. Simultaneously, there was a 60% reduction in the overall rejection rate within the factory, accompanied by the successful execution of two major projects instead of one as originally planned. Show less
Sumit Singhal Education Details
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Chemical Engineering
Frequently Asked Questions about Sumit Singhal
What company does Sumit Singhal work for?
Sumit Singhal works for Myntra
What is Sumit Singhal's role at the current company?
Sumit Singhal's current role is Data Science Engineer.
What is Sumit Singhal's email address?
Sumit Singhal's email address is su****@****eit.com
What schools did Sumit Singhal attend?
Sumit Singhal attended Indian Institute Of Technology, Kanpur.
Who are Sumit Singhal's colleagues?
Sumit Singhal's colleagues are Uddip Ghosh, Venu Gopal, Rupesh Tanti, Ranu Indoriya, Udaykumar Kumar, Shubhangi Suman, Rx Suri Rx Suri.
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Sumit Singhal
Pune7gmail.com, spiderlogic.com, gmail.com, xpanxion.com, wellsfargo.com, bankofamerica.com, gmail.com -
1gmail.com
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3gmail.com, infosys.com, coreflexsolutions.com
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Sumit Singhal
Director Business - Open Research - South Asia & Sub-Saharan Africa | Ex-Airtel, Airtel Payment Bank, Idirect, Byjus |Noida1gmail.com
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