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Qi Cai

Qi Cai

Machine Learning Engineer

Freelance

Technologies

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Introduction to Python

Data alchemist, turning data into gold with the touch of analysis.

My Work

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Introduction to SQL

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Introduction to ChatGPT

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Introduction to Python

DataCamp Course Completion

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My Work Experience

Where I've interned and worked during my career.

Freelance | Aug 2023 - Present

Data Analyst / Scientist

Data Analysis and Exploration: - Analyze large, diverse datasets to identify trends, patterns, and insights. - Conduct exploratory data analysis to understand the underlying structure of the data. Model Development: - Design, develop, and implement machine learning models for predictive and prescriptive analytics. - Fine-tune models to improve performance and accuracy. Feature Engineering: - Identify relevant features and variables to enhance model performance. - Collaborate with domain experts to incorporate domain knowledge into feature engineering. Data Preprocessing: - Cleanse and preprocess raw data for modeling purposes. - Address missing data, outliers, and other data quality issues. Evaluation and Validation: - Develop and implement rigorous testing and validation procedures for models. - Evaluate model performance using appropriate metrics and make improvements as necessary. Collaboration: - Work closely with cross-functional teams to understand business requirements and translate them into data science solutions. - Communicate findings and insights to both technical and non-technical stakeholders.
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Trimark Associates Inc. | Sep 2019 - Aug 2022

Project Design Engineer

Designed SCADA racks, networking, CAISO meter, and meteorological monitoring cabinets for utility-scale energy plant (up to 810MW PV + BESS) - Collaborated closely with cross-functional teams including project management, production, IT networking, and SCADA engineering, field technician departments to achieve scalable and innovative solutions - Streamlined the design process and ensured iteration of project components to meet and exceed customer/project specifications, emphasizing growth-oriented strategies to accommodate evolving industry standards and client needs - Reviewed client-supported documents: electrical and construction drawings, metering SLD and 3LD to gather details and requirements to design products - Configured and completed shop testing on meteorological instruments: Hukseflux pyranometers, IMT module temperature sensors, Campbell Scientific back of module temperature sensor, Lufft Smart weather sensors - Evaluated shop test data to ensure optimal performance for each meteorological sensor - Performed site inspections, met with engineers, took pictures, and redlined drawings to complete the final as-built design packageDesigned SCADA racks, networking, CAISO meter, and meteorological monitoring cabinets for utility-scale energy plant (up to 810MW PV + BESS) - Collaborated closely with cross-functional teams including project management, production, IT networking, and SCADA engineering, field technician departments to achieve scalable and innovative solutions - Streamlined the design process and ensured iteration of project components to meet and exceed customer/project specifications, emphasizing growth-oriented strategies to accommodate evolving industry standards and client needs - Reviewed client-supported documents: electrical and construction drawings, metering SLD and 3LD to gather details and requirements to design products - Configured and completed shop testing on meteorological instruments: Hukseflux pyranometers, IMT module temperature sensors, Campbell Scientific back of module temperature sensor, Lufft Smart weather sensors - Evaluated shop test data to ensure optimal performance for each meteorological sensor - Performed site inspections, met with engineers, took pictures, and redlined drawings to complete the final as-built design package Skills: Data Analytics · Electrical Engineering · Troubleshooting · Project Coordination · Leadership · Site Inspections · Datasets · AutoCAD · Hardware Configuration · Design EngineeringSkills: Data Analytics · Electrical Engineering · Troubleshooting · Project Coordination · Leadership · Site Inspections · Datasets · AutoCAD · Hardware Configuration · Design Engineering

My Education

Take a look at my formal education

Certificate in Data ScienceFlatiron School | 2023
Certificate in UX Foundations: Visual and UI design courseDesignlab | 2022
B.S. in PhysicsUniversity of California, Irvine | 2018

About Me

Qi Cai

Data job seeker. Interested in machine learning and data analysis.

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