From Data to Decision with Big Data and Predictive Analytics Certificate for Krishan Mistry
Certificate ID:
554159
Authentication Code:
afe62
Certified Person Name:
Krishan Mistry
Trainer Name:
Richard Naoufal
Duration Days:
3
Duration Hours:
21
Course Name:
From Data to Decision with Big Data and Predictive Analytics
Course Date:
2018-06-12 09:30 to 2018-06-14 16:30
Venue:
Manchester
Course Outline:
Quick Overview
- Data Sources
- Minding Data
- Recommender systems
- Target Marketing
Datatypes
- Structured vs unstructured
- Static vs streamed
- Attitudinal, behavioural and demographic data
- Data-driven vs user-driven analytics
- data validity
- Volume, velocity and variety of data
Models
- Building models
- Statistical Models
- Machine learning
Data Classification
- Clustering
- kGroups, k-means, nearest neighbours
- Ant colonies, birds flocking
Predictive Models
- Decision trees
- Support vector machine
- Naive Bayes classification
- Neural networks
- Markov Model
- Regression
- Ensemble methods
ROI
- Benefit/Cost ratio
- Cost of software
- Cost of development
- Potential benefits
Building Models
- Data Preparation (MapReduce)
- Data cleansing
- Choosing methods
- Developing model
- Testing Model
- Model evaluation
- Model deployment and integration
Overview of Open Source and commercial software
- Selection of R-project package
- Python libraries
- Hadoop and Mahout
- Selected Apache projects related to Big Data and Analytics
- Selected commercial solution
- Integration with existing software and data sources