Amit Singh

Product Manager

India6 yrs 9 mos experience

Most Likely To SwitchHighly Stable

Key Highlights

5+ years of experience in data-driven solutions.
Led development of predictive models reducing downtime.
Expertise in machine learning and data analytics.

Stackforce AI infers this person is a Data Scientist specializing in predictive analytics within the Oil and Gas and Healthcare industries.

Contact

Skills

Core Skills

Machine LearningData Analytics

Other Skills

A/B TestingAnomaly DetectionDaskData AnalysisData ExtractionData WranglingEDAGit-hubJenkinsLLMsMachine Learning AlgorithmsMatplotlibMicrosoft Power BINLPNatural Language Processing (NLP)

About

- Data Scientist with 5+ years of experience in executing data driven solutions to reduce scraps, downtime and predictive failure of complex machines. - Experience in Data Wrangling, EDA and building Machine Learning model using Python, Pandas, Scikit-learn Tensorflow. - Been part of Early Career Leadership Program(ASPIRE) in Baker Hughes/GE Oil and Gas. - Proven experience in leading, developing and managing on-prem and cloud Data Analytics solution from scratch to production. Collaborated with SMEs and stakeholders to drive value to product and Customer Engagement. - Keen to learn new development in cutting-edge technologies like Deep Learning, Computer Vision, NLP etc. Core Competency Areas: Time series analysis, Recommendation system, NLP, LSTM, RNN, Single & Multivariable Predictive Models, Anomaly Detection, Statistical Analysis, Dimensionality Reduction, Feature Engineering. Relevant Analytics Tools: Python, SQL, Power BI, Splunk, Tableau. Soft Skills: Leadership, Communication, Agile Work, Teamwork

Experience

Baker hughes

6 roles

Staff Technical Product Manager

Jan 2024 – Present · 2 yrs 2 mos

Senior Data Scientist

Promoted

Jan 2022 – Jan 2024 · 2 yrs

Leading development of Asset Health Monitoring solution for different sub-business in Waygate Technologies - Baker Hughes
Helped in reducing devices downtime via reducing service turn around time by 20%.
Helped supply chain and quality team to deliver better products.
Tech Stack: Python, Matplotlib, Dask, Polars, NLP, LLMs, Pandas, Jenkins, Git-hub, SQL.

PythonMatplotlibDaskPolarsNLPLLMs+6

Data Scientist

Promoted

Jan 2021 – Jan 2022 · 1 yr

Leading the data analytics solution for IW Care Product (NPI) with vision of developing digital twin for CT/X-ray machines. Exploration of different data sources and development of data recording process (with Product manufacturing and application team).
Expanding Product portfolio by adding remote monitoring for different components of CT machines and POCs on other systems data like UTTM, Borescopes etc. This helped product in attracting more customers.
Data Analysis on historical cases to identify failure pattern and key focus areas. Used NLP to identify most frequent failures and categorize data in specific groups.

Data AnalysisNLPPredictive ModelingData AnalyticsMachine Learning

ASPIRE Leadership Program - Data Scientist

Promoted

Jan 2021 – Aug 2021 · 7 mos

Leading the Technical development of IWCare Dashboard on Splunk for CT Machines (Waygate Technologies).
Case Studies with Subject Matter Expert on different machines data, Anomaly Detection, EDA, developed prediction model for filament life estimation, presenting Case Studies for Customer Engagement.

SplunkAnomaly DetectionEDAData AnalyticsMachine Learning

ASPIRE Leadership Program - Data Analyst

Promoted

Jan 2020 – Jan 2021 · 1 yr

Data Analysis or Critical COQ issues related to Scrap, Re-Work & Re inspection. Identified Product line and Products generating large number of scraps which helped OFS to save about $1.8 million/quarter.
Developed Recommendation system for Corrosion Inhibitor to reduce number of tests performed which helped in reducing number of experiments(from 1000 to 10) for Research & Development of new chemical formulations, Optimize chemical dosage.

Data AnalysisRecommendation SystemData Analytics

ASPIRE Leadership Program

Jul 2019 – Jan 2020 · 6 mos

Worked on Data extraction and transformation from over 80k Pdfs (28 different formats) and putting the information in structured csv files using Python (PyPDF2, Pandas etc.).
Tolerance Stack-up analysis for multiple Well Intervention tools.
Worked on creating SW models and drawings for Well Intervention tools.
Reduced NPT on the rig floor with new wear inspection e-procedures for various CWI tools.

Data ExtractionTolerance Stack-up Analysis