Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Introduction
- The Data Science Process
- Roles and responsibilities of a Data Scientist
Preparing the Development Environment
- Libraries, frameworks, languages and tools
- Local development
- Collaborative web-based development
Data Collection
- Different Types of Data
- Structured
- Local databases
- Database connectors
- Common formats: xlxs, XML, Json, csv, ...
- Un-Structured
- Clicks, censors, smartphones
- APIs
- Internet of Things (IoT)
- Documents, pictures, videos, sounds
- Structured
- Case study: Collecting large amounts of unstructured data continuosly
Data Storage
- Relational databases
- Non-relational databases
- Hadoop: Distributed File System (HDFS)
- Spark: Resilient Distributed Dataset (RDD)
- Cloud storage
Data Preparation
- Ingestion, selection, cleansing, and transformation
- Ensuring data quality - correctness, meaningfulness, and security
- Exception reports
Languages used for Preparation, Processing and Analysis
- R language
- Introduction to R
- Data manipulation, calculation and graphical display
- Python
- Introduction to Python
- Manipulating, processing, cleaning, and crunching data
Data Analytics
- Exploratory analysis
- Basic statistics
- Draft visualizations
- Understand data
- Causality
- Features and transformations
- Machine Learning
- Supervised vs unsurpevised
- When to use what model
- Natural Language Processing (NLP)
Data Visualization
- Best Practices
- Selecting the right chart for the right data
- Color pallets
- Taking it to the next level
- Dashboards
- Interactive Visualizations
- Storytelling with data
Summary and Conclusion
Requirements
- A general understanding of database concepts
- A basic understanding of statistics
35 Hours
Testimonials (3)
The trainer adapted the materials and contents to what he thought would be best for us and he succeeded. The quality of the training was excellent.
Jorge Sanchez Hernandez - CSMART - Carnival
Course - QGIS for Geographic Information System
The trainers flexibility, showing us everything we needed for our work, but also teaching the basics and giving some very good tips. Saadoon and Mateen were great!
Ana Vicente - CSMART - Carnival
Course - QGIS for Geographic Information System
A lot of patience
Mateusz - WestWind Energy Polska Sp. z o.o.
Machine Translated
