Machine Learning, Data Science Freelancing

Machine Learning, Data Science Freelancing

Machine Learning Developer, Data Scientist, Cloud and Backend developer

ראש העין, Israel
Freelancer
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ABOUT

מפתח עם 15 שנות נסיון בתעשיה מעוניין לעשות פרוייקטים של Machine Learning ו-Data Science

LANGUAGES

Hebrew
Native or bilingual proficiency
English
Native or bilingual proficiency

SKILL DETAILS

Training

250 ILS / hr
Amazon Web Services Training
נסיון העברת חומרים וקורסים כשהייתי ראש צוות
Machine Learning Training
העברת קורסים וחומרים לימודיים שונים במסגרת היותי ראש צוות

Technology

250 ILS / hr
Amazon EC2 - Elastic Compute Cloud
פרוייקטים של Hands On ו-AWS Developer Certification
Amazon S3 - Simple Storage Service
פרוייקטים של Hands On ו-AWS Developer Certification
Amazon RDS - Relational Database Service
פרוייקטים של Hands On ו-AWS Developer Certification
AI, Artificial Intelligence
Preprocessing, Regression, Classification, Random Forest, Unsupervised learning (Clustering, PCA, Apriori), Reinforcement Learning, NLP, Recommendations, Model Selection and boosting
Deep Learning, Neural Networks, CNNs with Tensorflow
Machine Learning
נסיון העברת חומרים וקורסים כשהייתי ראש צוות
Image Processing
פרוייקטים בתחום עיבוד תמונה, שימוש ב Tensorflow, CNNs
Computer Vision
פרוייקטים בתחום ראייה ממוחשבת, שימוש ב Tensorflow, CNNs
Neural Networks
פרוייקטים בתחומים של Artificial Neural Networks, שימוש ב Tensorflow, NN, CNN, RNN etc.
Speech, Voice Recognition
פרוייקטים, AWS Machine Learning Certification
Deep Learning
פרוייקטיםב בתחום של Deep Learning. שימוש ב - Tensorflow, NN, CNN, RNN .
Amazon Web Services (AWS)
פרוייקטים, AWS Developer Certification, AWS Machine Learning Certification
Natural Language Processing (NLP)
פרוייקטים של NLP, כולל שימוש TF-IDF ב-
AWS Services במסגרת של AWS Machine Learning

Software & Programming

250 ILS / hr
Developer, Programmer, General, Other
ארכיטקטורה ופיתוח לוגיקה מוצרית - 15 שנות נסיון של פרוייקטים ותפקידים שונים
BI, Data Science, Big Data
Online bootcamps and courses (Udemy, Pluralsight), hands on practice on Competitive Programming websites (Hackerrank, Sololearn) and Kaggle and other projects (see github)
Python ML tools: pandas, numpy, sklearn, Anaconda, Jupyter notebooks.
Preprocessing, Regression, Classification, Random Forest, Unsupervised learning (Clustering, PCA, Apriori), Reinforcement Learning, NLP, Recommendations, Model Selection and boosting
Deep Learning, Neural Networks, CNNs with Tensorflow
Visualizations - pandas, matplotlib/seaborn, Tableau. Spark for Big Data.
Volunteer with Data For Social Good projects - Anyway Traffic Accidents & Data For Good IL
Python
פיתוח Backend ולוגיקה
בעיקר Machine Learning - sklearn, pandas, tensorflow
Algorithm Development
Preprocessing, Regression, Classification, Random Forest, Unsupervised learning (Clustering, PCA, Apriori), Reinforcement Learning, NLP, Recommendations, Model Selection and boosting, Deep Learning, Neural Networks, CNNs with Tensorflow
Back-end Developers
פיתוח לוגיקה מוצרית במשך 15 שנים, ידע ב-SQL, ארכטקטורה ופיתוח בשפות שונות: Python, Java, C

EMPLOYMENT HISTORY

May 2019 - Today

Data Science, Machine Learning and Cloud study

Self Study
  • Got AWS Developer certified, in progress for AWS ML certification
  • Online bootcamps and courses (Udemy, Pluralsight), hands on practice on Competitive Programming websites (Hackerrank, Sololearn) and Kaggle and other projects (see github)
  • Python ML tools: pandas, numpy, sklearn, Anaconda, Jupyter notebooks.
  • Preprocessing, Regression, Classification, Random Forest, Unsupervised learning (Clustering, PCA, Apriori), Reinforcement Learning, NLP, Recommendations, Model Selection and boosting
  • Deep Learning, Neural Networks, CNNs with Tensorflow
  • Visualizations - pandas, matplotlib/seaborn, Tableau. Spark for Big Data.
  • Volunteer with Data For Social Good projects - Anyway Traffic Accidents & Data For Good IL
July 2017 - April 2019

ראש צוות פיתוח

סייברארק
  • Managed a cross-functional Agile team of developers & QA
  • Achieved full automation of new and 90% of legacy features
  • Worked with numerous platforms (Windows/Linux/etc), and numerous languages/SDKs (Java, C/C++, C#, CLI, REST)
  • Contributed to Privileged Access Solution by eliminating secrets from code, scripts & config in physical, container, on-prem and cloud environments
2014 - 2017

ראש צוות פיתוח

Cisco
  • Managed Software Developers team of 8, responsible for full cycle of DRM Security component development and support on numerous platforms
  • Lead transformation of a Software Developers team into Agile Scrum team
  • As Agile PO and Feature Owner led feature roadmap, priorities, requirements and design working with PM, Architects, other components
  • Pushed for productization and automation to decrease costs, improve time to market and increase revenue
2010 - 2015

מפתח בכיר

Cisco
  • Senior developer, Scrum Master and mentor of complex multithreaded realtime embedded DRM security product in C
  • Constantly promoted code, API, requirements, processes usability, clarity, quality, simplicity and supportability
  • Full dev cycle: design, code, UT, product release, integration and direct global big customer support, complicated bug investigations and solutions
  • Developed Home Network Secure Authenticated Channel and Secure Ping over TCP and client side of E2E Security, encryption system over HTTP

COURSES & CERTIFICATIONS

2019

AWS Developer Certification

AWS
2019

Machine Learning and Data Science Bootcamps - Udemy

  • bit.ly/ds2019boot
  • bit.ly/ds_py2019
  • bit.ly/ml_az_2019

EDUCATION

2004 - 2007

מנהל עסקים

אוניברסיטת בר אילן
2000 - 2003

תואר ראשון - מדעי המחשב מורחב

בר אילן

VOLUNTEER WORK

October 2019 - Today

Data Scientist

הסדנה לידע ציבורי - פרוייקט anyway של מניעת תאונות הדרכים
  • Data cleaning, exploratory and descriptive analysis of large amounts of dirty data of traffic accidents in Israel, data and insights to present to politicians, municipal workers, media and public.

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