Javad Kasravi
Angestellt, NLP & Generative AI (Research Assistant), Max Planck Institute for Human Development
Student, Computational Science, Freie Universität Berlin
Berlin, Deutschland
Über mich
Ex- Data Analyst Drilling Engineer transitioning into a Data Career after finishing Computational Science program (A combination of scientific computing and computer science). Over 7 years of experience in performing technical analyses, modeling, designing programs, data visualization, and managing a team of 2-6 people. Core skills include ability to work with Signals, big data, data preparation, statistical analysis, machine learning, and deep learning.
Werdegang
Berufserfahrung von Javad Kasravi
Bis heute 10 Monate, seit Juli 2023
NLP & Generative AI (Research Assistant)
Max Planck Institute for Human Development
- Fine-tuned a deep neural network with 70 billion parameters using full precision for an economic game, employing model and data parallelization with only 8 GPUs - Employed state-of-the-art compression techniques (quantization, LoRA, and QLoRA,...) to scale ML models - Created isolated environments using Docker and Singularity, and applied it for multinode training - Applied the Slurm workload manager within an HPC cluster environment for the purpose of fine-tuning LLM
Bis heute 1 Jahr und 3 Monate, seit Feb. 2023
Computer Vision & Generative AI (Research Assistant)
Zuse Institute Berlin
- Developed and fine-tuned 3D-cycleGANs, Contrastive Unpaired image to image Traslation, StyleGAN2-ADA, Swin Trasformer model to generate synthetics images - Evaluated and tested different algorithms for denoising and enhancing the quality of images - Skilled in coordinating multi-node training using distributed computing frameworks
1 Jahr und 7 Monate, Jan. 2022 - Juli 2023
Machine Learning (Research Assistant)
Freie Universität Berlin• Processed time-series data to extract earthquake signals using deep learning • Prepared, cleaned, and processed a large amount of time-series data to feed into supervised and unsupervised learning algorithms • Evaluated Density-based clustering and Bayesian Gaussian mixture model algorithm to identify earthquake events • Analyzed and applied different deep learning algorithms (CNN and RNN) using PyTorch
6 Monate, Nov. 2019 - Apr. 2020
Data Analyst
Iran
- Developed and visualized drilling dashboards to optimize drilling operation using business intelligence tools, resulting in dropping operations cost by 10%. - Led drilling engineers and provided input to the competency development plans for the engineers - Extracted forthcoming challenges during drilling operations using a huge amount of data aligned with statistics - Proposed programs according to gathering and screening structured and instructed data
4 Jahre und 4 Monate, Aug. 2015 - Nov. 2019
Drilling Engineer
National Iranian Drilling Company
- Introduced text mining for daily drilling Reports to extract statistics and pattern - Wrote drilling failure report according to existing time series data and created a loop to revise the decisions
3 Monate, Apr. 2017 - Juni 2017
Research Assistant-Geomechanics
Petroleum University of Technology
• Wrote and developed a MATLAB interface toolbox for coupling FLAC3D (finite difference method) and ECLIPSE Simulation (finite volume method) • Guided several MSc students to build Geomechanical Models
1 Jahr und 3 Monate, Juni 2014 - Aug. 2015
Rig Engineer
Petro Omid Asia
• Wrote and developed a MATLAB interface toolbox for coupling FLAC3D (finite difference method) and ECLIPSE Simulation (finite volume method) • Guided several MSc students to build Geomechanical Models
1 Jahr und 10 Monate, Apr. 2012 - Jan. 2014
Petroleum Engineer
Pars Oil and Gas Company
• Prepared and reviewed commodities and spare parts inventory database (SPID), approved their documents and announced to builders, and coordinated with project managers
2 Monate, Juli 2009 - Aug. 2009
Production Engineer Internship
National Iranian Central Oil Fields Company
2 Monate, Juni 2007 - Juli 2007
Mineral Processing Engineer Internship
Zarmehr Gold Company
Ausbildung von Javad Kasravi
Bis heute 3 Jahre und 8 Monate, seit Sep. 2020
Computational Science
Freie Universität Berlin
1 Monat, Sep. 2009 - Sep. 2009
Petroleum Engineering
Sahand University of Technology
• Thesis Topic: “Optimization of Vertical and Horizontal Wells Design in Gas Reservoirs Using Genetic Algorithm Approach.” (Under financial Support from National Iranian Central Oil Fields Company). • Wrote and developed a user-friendly MATLAB optimization toolbox • Coupled MATLAB optimization toolbox with ECLIPSE Simulation (Finite Volume Method) • Develop and fully automated artificial intelligence optimization engine to select the best scenarios • Total GPA: 17.57/20.00
4 Jahre und 1 Monat, Sep. 2005 - Sep. 2009
Mining Engineering
University of Birjand
Sprachen
Englisch
Fließend
Deutsch
Grundlagen