Đề cương khóa học
Week 1 Big Data concepts
- VVVV (Velocity, Volume, Variety, Veracity) definition
- Limits to traditional data processing capacity
- Distributed Processing
- Statistical Analysis
- Machine Learning Analysis Types
- Data Visualization
- Distributed Processing (e.g. map-reduce)
- Introduction to used languages
- R language crash-course
- Python crash course
Weeks 2&3 Performing Data Analysis
- Statistical Analysis
- Descriptive Statistics in Big Data sets (e.g. calculating mean)
- Inferential Statistics (estimating)
- Forecasting with Correlation and Regression models
- Time Series analysis
- Basics of Machine Learning
- Supervised vs unsupervised learning
- Classification and clustering
- Estimating cost of specific methods
- Filter
Week 4 Natural Language Processing
- Processing text
- Understanding meaning of the text
- Automatic text generation
- Sentiment/Topic Analysis
- Computer Vision
Week 5&6 Tooling concept
- Data storage solution (SQL, NoSQL, hierarchical, object oriented, document oriented)
- MySQL, Cassandra, MongoDB, Elasticsearch, HDFS, etc...)
- Choosing right solution to the problem
- Distributed Processing
- Spark
- Machine Learning with Spark (MLLib)
- Spark SQL
- Scalability
- Public cloud (AWS, Google, etc...)
- Private cloud (OpenStack, cloud foundry)
- Autoscalability
Week 7 Soft Skills
- Advisory & Leadership Skills
- Making an impact: data-driven story telling
- Understanding your audience
- Effective data presentation - getting your message across
- Influence effectiveness and change leadership
- Handling difficult situations
Exam
- End of Programme graduation exam
Yêu cầu
Participants to have good grounding in maths, at least high school level.
Though programming skills are not required, any programming skills will be useful.
Participants will be assessed and interviewed prior to participation in this training programme.
Đánh giá (3)
Tấm lòng nhân ái và biết lắng nghe .. tích cực tương tác
Ahmed El Kholy - FAB banak Egypt
Khóa học - Introduction to Data Science and AI (using Python)
Dịch thuật bằng máy
Thật tuyệt vời khi khóa học được tùy chỉnh cho những điểm chính mà tôi đã đánh dấu trong bảng câu hỏi trước khóa học. Điều này thực sự giúp giải quyết các thắc mắc của tôi về nội dung môn học và phù hợp với mục tiêu học tập của tôi.
Winnie Chan - Statistics Canada
Khóa học - Jupyter for Data Science Teams
Dịch thuật bằng máy
The example and training material were sufficient and made it easy to understand what you are doing.
Teboho Makenete
Khóa học - Data Science for Big Data Analytics
Dịch thuật bằng máy
