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
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Different Types of Data
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Structured
- Local databases
- Database connectors
- Common formats: xlxs, XML, Json, csv, ...
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Un-Structured
- Clicks, censors, smartphones
- APIs
- Internet of Things (IoT)
- Documents, pictures, videos, sounds
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Structured
- Case study: Collecting large amounts of unstructured data continuously
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
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R language
- Introduction to R
- Data manipulation, calculation and graphical display
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Python
- Introduction to Python
- Manipulating, processing, cleaning, and crunching data
Data Analytics
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Exploratory analysis
- Basic statistics
- Draft visualizations
- Understand data
- Causality
- Features and transformations
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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
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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
Testimonials (5)
Practical Exercises
Nestor Daniel Nuno Rodriguez - Highup Solutions
Course - TIBCO for Developers
Machine Translated
Actual application of spotfire and all basic functions.
Michael Capili - STMicroelectronics, Inc.
Course - Introduction to Spotfire
The intention of the speaker to explain and ensure everything is understood.
Jorge Andres Silva Cisternas - Industria De Conjuntos Mecanicos Aconcag
Course - Advanced Analytics with TIBCO Spotfire
Machine Translated
Real world knowledge from someone in the industry
Matthew Cerbas - Shield Consulting Solutions, Inc.
Course - Grafana
I genuinely enjoyed the lots of labs and practices.