Lasha Kharshiladze
Verified Expert in Engineering
Computer Vision Developer
Lasha是一名软件工程师，有三年使用Python (Flask)构建web应用程序的经验, 用Python和c++学习两年机器学习和计算机视觉. He is also a deep learning practitioner and enthusiast. Lasha认为，项目成功的关键在于对产品有真正的兴趣，这样开发人员就不会只关注技术实现，而是要从整体上关注最终产品.
Portfolio
Experience
Availability
Preferred Environment
Jupyter Notebook, PyCharm, Windows, Linux
The most amazing...
...我开发的东西是一个欧博体育app下载提取服务(产品名称), nutritional table, allergens, etc.) for C-LABS, a food regulatory com.
Work Experience
Computer Vision Lead
ICardio.ai
- 增加了一个视图分类，可以检测医生在做心电图时使用的特定视图:A4C, A5C, PLAX, and others.
- Implemented a Heart Parts Segmentation. It segments Left/Right Ventricle, Left/Right Atrium, Tricuspid Valve, and Mitral Valve in real-time with very high accuracy.
- Added Calculating Ejectiong Fraction feature. 采用三维卷积神经网络和LSTM两种方法计算DICOM的射射分数.
- Added Keypoint Detection and Tracking. 这使用户能够检测到左/右心室的质心, Left/Right Atrium, Tricuspid Valve, and Mitral Valve. It also enabled real-time tracking.
Computer Vision Specialist
MaxinAI
- 在C-LABS SA的一个项目中，我们建立了一个专家系统，从客户拍摄的产品包装盒照片中提取营养信息，并检查它是否违反了特定国家的食品法规.
- 实现了用于任务管理的Jira和用于文档管理的Jira汇合.
- 在开始使用看板之前，在为期半年的项目中使用Scrum方法.
- 将任务分配给C-LAB项目的三名初级计算机视觉开发人员和三名后端工程师，我们在该项目中实现了食品包装盒验证/监管网站.
Full-stack Developer | Data Scientist
InvolveAI
- 开发数据连接器，用于从不同来源导出数据:Salesforce、Outlook和BigQuery.
- 使用机器学习模型预测客户流失和增长.
- 优化数据集成步骤，使其异步和多线程，以便在有限的时间内导出尽可能多的数据.
Full-stack Developer | Computer Vision Engineer
Luova Education
- 开发监考应用程序，帮助教师管理在线考试，并在耳语的情况下得到提醒, multiple face detection, or opening another tab session.
- 实现了从学生到监考员的网络摄像头和屏幕流以及他们之间的实时聊天.
- 使用React/Redux和Materialize库创建了平台Qwiz和警报管理板.
Data Scientist | Computer Vision Specialist
Pulsar AI
- 在脉冲星AI中担任数据科学家和计算机视觉专家.
- 利用计算机视觉技术开发了格鲁吉亚国民身份证光学阅读器.
- 建立了一个聊天机器人引擎平台，让客户能够建立自己的聊天机器人.
Junior Java Developer
Fina, LLC
- 为格鲁吉亚环境保护部开发了一个动态知识管理系统网站.
- Built a dashboard page for this application, fixed bugs, and created reports about environmental data.
- 构建动态知识管理系统，获得行星类可持续发展奖.
Teaching Assistant
Free University of Tbilisi
- 回顾和评估其他学生在编程方法论和编程抽象课程上的项目. The projects were written in Java and C++.
- 建议他们如何编写更好的代码并制作清晰的文档.
- 编写编程方法学和编程抽象的期中考试.
Experience
Involve.ai
http://involve.aiI was a back-end engineer and data scientist; I developed data connectors to export data from different sources: Salesforce, Outlook, and BigQuery. 我还使用ML模型为客户列表制作了一个“续订概率”预测器.
Qwiz Education Proctoring App
格鲁吉亚国民身份证正面光学读卡器
Skills
Languages
Python 3, Python 2, Python, HTML, HTML5, CSS, TypeScript, JavaScript, Java, c++， c++ 14, Java 8, SQL
Frameworks
Flask, Qt 5, Next.. js, Material UI, Django REST框架，Qt, Ext js, Redux, Django, Scrapy, Selenium, Swing
Libraries/APIs
Flask-RESTful, Matplotlib, REST APIs, TensorFlow Deep Learning Library (TFLearn), PyTorch, OpenCV, NumPy, Fast.ai, WebRTC, Libav, Reddit API, Google APIs, Scikit-learn, Pandas, FFmpeg, Blender Scripting API, TensorFlow, React, React Redux
Tools
AWS Glue, Amazon Elastic Container Service (Amazon ECS), Pytest, ABBYY, Amazon SageMaker, Amazon Textract, IPython Notebook, Git, PyCharm, WildFly, Apache Maven, BigQuery, Jira, Trello, Blender
Paradigms
Scrum, API/Services Architecture, RESTful Development, Model View Controller (MVC), Data Science, Unit Testing, DevOps, Agile, Testing, Test-driven Development (TDD)
Platforms
Linux, Salesforce, Amazon EC2, AWS Lambda, Amazon Web Services (AWS), Docker, Windows, Jupyter Notebook, Kubernetes, Azure
Storage
Redshift, NoSQL，数据管道，谷歌云，Redis, MySQL, PostgreSQL, SQLite
Industry Expertise
Healthcare
Other
Videos, Data Engineering, Audio Streaming, WebSockets, APIs, Back-end, Software Architecture, Data Analysis, Mathematics, Mathematical Modeling, Mathematical Analysis, Computer Vision, Web Scraping, Algorithms, Data Scraping, Internet of Things (IoT), Big Data Architecture, Product Vision, Real-time Vision Systems, Vision Development, IoT Protocols, Big Data, NVIDIA Jetson Nano, Containers, Data, Video Streaming, Object Detection, Convolutional Neural Networks (CNN), OCR, Amazon Machine Learning, Tesseract, Machine Learning, Deep Learning, Image Processing, Video Processing, FastAPI, Software Development Lifecycle (SDLC), Audio, HTTP Live Streaming (HLS), Pytesseract, Streaming, Natural Language Processing (NLP), EJB3, CGI, Chatbots, Scraping, Agile Data Science, Enterprise Java Beans (EJB), DICOM, GPT, Generative Pre-trained Transformers (GPT)
Education
Master's Degree in Computer Science
Tbilisi State University - Tbilisi, Georgia
Bachelor's Degree in Mathematics and Computer Science
Free University of Tbilisi - Tbilisi, Georgia
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