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Onsite Courses & Workshops

New technologies evolves so fast, that nobody can move with the same speed. Nobody can know everything about it. For this reason we put together our big and all-round team. All together we can explain everything. What is of most importance we can explain where you can and cannot use these technologies.

Do you wonder what Machine Learning (ML), Artificial Intelligence (AI) or Big Data is, but missing a good explanation on simple English? Request a course or workshop for your company.

Our instructors are Chief Data Scientists / Team Leads / R&D Engineers at companies such as Amazon AWS, Sberbank, Yandex. We also give lecturers at the state and corporate universities. Examples are Moscow Institute of Physics and Technology (MIPT), Yandex School of Data Analysis (YSDA), Higher School of Economics (HSE), Sberbank Corporate University, Harbour.Space. University, ...
            Big Data Analysis: MapReduce, Spark, BigTable/HBase, Distributed Data Analysis
            During this course, the students will master and sharpen their knowledge in basic technologies of the modern Big Data landscape, namely: HDFS, MapReduce, Spark, NoSQL. The subject of particular interest during this course is efficient data warehousing using Hive, Spark SQL and Spark Dataframes.
            Big Data Analysis - Alexey Dral

            Practical Machine Learning

            At the moment only available in Russian language

            Practical Big Data

            At the moment only available in Russian language
            Online Courses (MOOC)

            In comparison to existing online courses we would like to provide listeners with practical skills and knowledge. Therefore, we develop our own software for educational purposes. For instance, we can spawn Hadoop or Spark cluster in the cloud and integrate it with an educational platform.

                  Big Data for Data Engineers

                  Yandex and BigData Team have developed and launched courses on Big Data on Coursera. They are the first ever international massive online courses with the access to real computational cluster.

                  HSE and MIPT (State Universities) already use it in the form of flipped classroom. Sberbank recommends these courses for their employees.

                  Big Data Essentials: HDFS, MapReduce and Spark RDD

                  In this 6-week course you will:
                  - learn about distributed file systems, why they exist and what function they serve;
                  - grasp the MapReduce framework, a workhorse for many modern Big Data applications;
                  - learn about Spark, the next-generation computational framework;
                  - develop skills to apply these tools to creating solutions in finance, social networks, telecommunications and many other fields.

                  Big Data Analysis: Hive, Spark SQL, DataFrames and GraphFrames

                  This course will teach you how to:
                  - Warehouse your data efficiently using Hive, Spark SQL and Spark DataFframes;
                  - Work with large graphs, such as social graphs or networks;
                  - Optimize your Spark applications for maximum performance.

                  Big Data Applications: Machine Learning at Scale

                  During this course you will:
                  - Build, tune and apply linear models with Spark MLLib;
                  - Understand methods of text processing;
                  - Fit decision trees and boost them with ensemble learning;
                  - Construct your own recommender system.

                  Big Data Applications: Real-Time Streaming

                  After you finish this course, you will master stream processing systems and NoSQL databases. You will also learn how to use such popular and powerful systems as Kafka, Cassandra and Redis.
                  To get the most out of this course, you need to know Hadoop and SQL. You should also have a working knowledge of bash, Python and Spark.
                  Do you want to learn how to build Big Data applications that can withstand modern challenges?
                  Research & Development

                  Big Data and Machine Learning are inevitable components of a modern business. If you would like to expand your business or review existing initiatives, you can request consulting, research and even outsource development.

                  Projects (customers are not disclosed):
                  - AI RoadMap, financial institute (TOP-3 in Russia), consulting;
                  - chat-bot, pharmacy chain (TOP-3 in Russia), development;
                  - ML and optimization for agriculture supply chain (TOP-3 in Russia), R&D;
                  - Blockchain platform scalability, Blockchain-startup, research;
                  - architecture and software development best practices, ML-startups, consulting;
                  - storage and data pipeline optimization, telecom (TOP-3 in Russia), R&D;

                          We work under CRISP-DM methodology.

                          The first phase is a consulting stage:
                          - [Business Understanding] choose / develop business KPI and ML metrics (consider imbalanced problems, ability to setup A/B-testing with existing infrastructure / business process);
                          - [Data Understanding] data transfer, data sources and format understanding, tooling for data visualization, data validation.

                          All other phases are CRISP-DM cycles until deployment stage.
                          Team


                          Alexey Dral
                          Founder & СEO
                          - 10 years of IT experience (Amazon AWS, Yandex, Rambler);
                          - instructor and author of a number educational courses on Machine Learning / Big Data / programs for Chief Data Officers (MSU, HSE, MIPT, YSDA, Harbour.Space University, University NTI 20.35);
                          - Head of international online course "Big Data for Data Engineers" in collaboration with Yandex;
                          - Agency of Strategic Initiatives at Russian Federation, expert;

                          CV: Alexey_Dral.pdf
                          BigData Team: Senior Instructors
                          Natasha Pritykovskaya
                          Big Data Instructor
                          Senior Data Scientist at Mechanica.ai
                          Lecturer at MIPT
                          Co-author "Big Data for Data Engineers" (Coursera)
                          Artyom Vybornov
                          Big Data Instructor
                          Lead Software Engineer, Rambler&Co
                          Co-author "Big Data for Data Engineers" (Coursera)
                          Pavel Klemenkov
                          Big Data Instructor
                          Chief Data Scientist (Data Platform), NVIDIA.
                          Founder, Moscow Spark
                          Co-author "Big Data for Data Engineers" (Coursera)
                          Anton Gorokhov
                          Big Data Instructor
                          Senior SDE, Yandex
                          PhD, Associate Professor, MIPT
                          Dmitry Ignatov
                          Machine Learning Instructor
                          Associate Professor and Deputy Chair, HSE, department of Artificial Intelligence and Data Analysis


                          Radoslav Neychev
                          Machine Learning Instructor
                          Senior Quantitative Analysis Officer, Raiffeisenbank
                          Member of LHCb collaboration, CERN

                          Partners
                          MegaFon
                          Innopolis University
                          American Center in Moscow
                          Skyeng School
                          MeetSpeakers
                          Moscow Python
                          Collaboration on Python-related programs
                          Feedback
                          Feedback from online courses
                          Videos on Big Data
                          Big Data Workshop at Harbour.Space, Sberbank
                          Data Science Secrets, World Festival of Youth and Students, 2018
                          If you like these materials, feel free to share them!
                          Join BigData Team