Avishek Mishra
Data Scientist @Prodaso
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WORK HISTORY
Data Scientist @Prodaso
Bielefeld, DE
Exploratory Data Analysis (EDA) of time series data, financial data, and visualization in an informative way using libraries, including Pandas, Polar, NumPy, Scikit-learn, Statsmodels, Gensim, TensorFlow, PyTorch Matplotlib, Bokeh, Seaborn, Plotly and BI Tools.• Implemented a comprehensive feature selection & engineering strategy that reduced model training time by 30% while boosting performance metrics; established a systematic approach to assess and prioritize data relevance for optimal results.• Developed and deployed machine learning models for anomaly detection in historical and real-time sensor data using Isolation Forest, Autoencoder, & LSTM, resulting in an 80% improvement in anomaly detection accuracy significantly reducing machine downtime and enhancing operational efficiency.• Developed and optimized forecasting model using techniques like Facebook Prophet, ARIMA, SARIMA, and Holt-Winters for accurate predictions.• Developed predictive models for various customer business scenarios, such as machine parts maintenance, using LSTM, Decision Trees, XGBoost & Deep Learning models. These models proactively reduce scheduled maintenance of expensive machine parts by providing timely notifications, leading to optimized maintenance schedules and cost savings.• Developed SQL queries to efficiently retrieve data from PostgreSQL databases, integrating internal and external data sources for comprehensive analysis.• Designed and maintained scalable data pipelines for extracting, transforming, loading, and integrating structured and unstructured data from different sources, ensuring efficient data flow and seamless integration across systems.• Collaborated with a team of designers and engineers to develop a prototype using generative AI for dynamic content creation, resulting in a 20% increase in engagement for a pilot project.
EDUCATION
Paderborn University
Research Assistant, Computer Science
AL-Kabir Polytechic, Jharkhand, India
Diploma in Computer Science, Computer Science
Paderborn University
Master's degree, Computer Science
Medi-Caps Institute of Technology & Mgmt
Bachelor of Engineering (BE), Computer Software Engineering
ABOUT AVISHEK MISHRA
Completed masters in Computer Science from the University of Paderborn• Master\'s thesis- Computational Text Professionalization using Neural Sequence-to-Sequence Models.• Having a total of 4+ years of experience in the I.T Industry & having 1.7+ years of experience in Testing Software Application.• ORACLE-SQL Certified.• Knowledge of Python with Machine learning and Natural language processing.• Knowledge of writing SQL Queries for data extraction.Libraries • Pytorch used for Natural language processing.• Familiar with Transformer models (Hugging face)
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