BigData Team
Big Data / Machine Learning Engineer
756 000 ₸About course
More on BigData TeamThe purpose of the course:to prepare specialists for the profession of Big Data Engineer (BDE) or Machine Learning Engineer (MLE), to teach them how to write clean and supported code, to teach them how to apply fundamental knowledge when choosing technologies to solve product problems. BDE specialists will learn how to work with Big Data processing frameworks and will understand the principles of data analysis, while MLE specialists will have practical experience solving classification, regression and clustering problems, be able to work with machine learning frameworks and understand the ideology of working with Big Data.The course consists of three parts:1. Python for working with big data and data analysis: 10+ modules for mastering the database ("Pythonic" development, basics of setting up the environment, basics of data analysis, database on algorithms and data structures, Big-O notation);2. Industrial development in Python: 9 weeks to study work with testing, deployment and work on code quality; 3. Depending on the direction (the same academic load):(for BDE specialists) Practical course on Big Data: 10 weeks of practice working with HDFS, YARN, MapReduce, Hive, Spark RDD/DataFrame/SQL, Kafka, Spark Structured Streaming, Cassandra/NoSQL, Data Layout (Parquet, ORC, ...).(for MLE specialists) Practical course on Machine Learning: 10 weeks of practice solving classification and regression problems (linear and nonlinear models, SVM, random forest and boosting), immersion in working with neural networks (Deep Learning) and Unsupervised Learning.Link to the input testing: https://forms.gle/AxXNcRhRaR6pvKEr7
Special condition
fines: 1. in case of expulsion during the study period: (pro-rated) a fine in the amount of the completed part of the training 2. for non-compliance with the deadlines for reporting on grants (symmetrical requirement between Astana Hub and IT schools) 3. a fine in the amount of the full cost of the grant in case of unsuccessful completion of the final test (and other similar assessment and qualification procedures issued by the grant-givers Tech Orda, Astana Hub
level
For advancedStudy format
OnlineStart
SeptemberEntrance exams
NoDuration, in weeks
28Duration in academic hours
291Education language
RussianClasses days_of_week
Mon-FriTeaching methodology
There are more practices than theoriesQualifications
Big Data Engineer (BDE) or Machine Learning Engineer (MLE)also applicable for: Data Engineer, (Big) Data Analyst, (Big) Data Scientist, Software Development EngineerClasses format
1. MOOC + office hours (3 times a week for 3 hours)2. Online (3-4 hour classes once a week + live chat support)Skills
They will learn to: write clean and maintainable code apply fundamental knowledge of Computer Science, Big Data and Machine learning when choosing technologies to solve product problems
Gain practical experience with: data analysis in Python industrial Python development (pytest, argparse, unicode, encodings, logging, YAML, Mock, Web, Design Patterns, monitoring, deployment)
BDE: Big Data (HDFS, YARN, MapReduce, Hive, Spark RDD/DataFrame/SQL, Kafka , Spark Structured Streaming, Cassandra/NoSQL, Data Layout (Parquet, ORC))
MLE: Machine Learning (numpy, pandas, scikit-learn, quality metrics, trees and ensembles (Random Forest, boosting) , neural networks (NN, DNN, CNN, RNN, Transformers, LLM), Unsupervised Learning and Dimensionality Reduction)
FAQ
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What is the Tech Orda program?
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Tech Orda is a human capital development program in the field of IT. The program provides subsidized tunding for the training of IT specialists in private schools of the Republic of Kazakhstan.
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Where will the selection of candidates for training take place?
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Acceptance and processing of applications will take place at the showcase of IT schools at astanahub.com portal.
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What are the requirements for candidates?
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The basic requirements for candidates include citizenship of the Republic of Kazakhstan and the age limit from 18 to 45 years. Additional requirements depend on the IT-school / IT-company and the course you choose. It is mandatory to read all the conditions before applying for training.
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How much does the training cost?
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The amount of financing is 600 000 tenge per person. If the tuition costs up to 600,000 tenge, the tuition fee is fully covered by the Program. If the cost exceeds 600,000 tenge, the remainder of the cost needs to be covered by the student himself.
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How long does the quota training under the Tech Orda program last?
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The training will take place from 6 months or more, depending on the Course and the IT-school you plan to enroll in.
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How many IT schools participate in the program?
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The list of all IT schools is available on the showcase of IT schools at astanahub.com portal.
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How many applications can I submit?
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Candidates can only apply for 5 (five) Participants of the Program.
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How many scholarships/quotas can a candidate receive under the Program?
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The candidate can only study 1 (one) once within the framework of the Program. There is one exception: A student can get training in 2 (two) Courses during the duration of the Program, only provided that one takes Courses that are pre- and post-prerequisites to each other from the same Participant of the Program (IT school/IT company). For example, if you first study for a Junior Web Developer at School X in 2023 and then apply for a Middle Web Developer at the same school X in 2024.
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Can a student who has completed a quota training under the Program in 2023 apply again?
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A student can get training in 2 (two) Courses during the duration of the Program, only provided that one takes Courses that are pre- and post-prerequisites to each other from the same Participant of the Program (IT school/IT company).
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If I studied with a Program Participant in 2023 (IT schools/IT companies), but was on the waiting list, can I apply now?
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Yes, you can. However, we recommend that you contact the Program Participant (where you have completed education) to confirm your status on the waiting list within the Program.
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Is there an opportunity for a student to transfer from one IT school to another, which is also a Participant of the Tech Orda program?
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As soon as the candidate confirms his choice to apply for a grant at a certain IT-school, there is no possibility to transfer to another school. Therefore, we strongly recommend that you consider all available options before making a decision on accepting/rejecting a grant within the framework of the Program.
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Should Candidates who have received a quota work out after training?
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No, such counter obligations are not provided for by Astana Hub. Other conditions may be regulated in the contract between the IT-school and the student.
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Can I opt out of studying during the learning process? Is there a penalty if I don't complete the training?
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The conditions depend on the specific IT school/IT company you choose. In the school card on the showcaseof IT-schools at astanahub.com portal, there is a special 'Special conditions' section where this information can be indicated. Also, we recommend that you contact the IT school directly and find out about all the terms of the contract.
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Can I study at the same time in an IT-company (EPAM) and an IT-school as part of the Program?
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No, within the framework of the Program, you can study at only one IT-school or IT-company.
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