Good data selection and/or collection are the foundation for effective data analysis. This demands a thorough understanding of all data kinds and the various sources that they come from. Additionally, by arranging it correctly, all of the data may be easily shown under various charts, and they can all be described using appropriate and effective descriptive statistics measures.
The foundational concepts of this course include developing a clever data collection procedure, choosing the optimum sampling strategy, confirming the accuracy of the data stored for analysis, and comprehending all the choices for visualization and the related descriptive statistical KPIs. Prior to beginning any work or even a career in the realm of data, this course addresses all approaches and instruments for thorough data analysis. The course also acts as a prerequisite for any course or program in machine learning.
Additionally, this course aims to give participants a clear and comprehensive understanding of data structuring for effective data analysis, scientific group profiling through intelligent and effective data analysis, and appropriate data manipulation using a variety of tools currently available on the market.
Understand and organize the phases of a successful data analysis project.
Convert any industry into a thorough database.
Analyze and assess the quality of the data.
Basic data interpretation and description using full descriptive statistics
Discover the full history of data analysis.
All practitioners of machine learning and artificial intelligence (AI) start with applied data analysis. It is fundamental information that applies to all fields and data-related jobs.
The different types of Data
Data sources
Data
Variables
Data visualization
Pies, Doughnuts, Bars
Histograms, Lines, Scatter plots
Heat maps and Tuckey boxes
Geographical maps
Central tendency measurements
Average
Median
Mode
Scatter tendency measurements
Quartile
Variance
Standard deviation
Estimations
Punctual
Confidence Interval
Two men test
Equal variances (t-test)
Unequal variances (t-test – Welch correction)
Two variance tests (F-Test)
Two proportion test (Chi-Square test)
Two distribution tests (Chi-Square test)
Attraction – Repulsion Matrix
Vertical and horizontal profiling
Multiple mean tests
Equal variances (F-Test and ANOVA Table)
Unequal variances (F-Test – Welch Correction)
Multiple Variance test
Levene test
Chi-Square test
Multiple proportion test (Chi-Square test)
Multiple distribution test (Chi-Square test)
Attraction – Repulsion Matrix
Vertical and horizontal profiling
Mean pair comparisons methods:
General
Bonferroni
Tukey - Kramer
Simple linear regression
Line equation
Testing the regression line validity (t-nullity test)
R vs. R Square interpretation
ANOVA table analysis
Simple logistic regression
Probabilistic model
Testing the model validity (Chi-Square test)
Predicting classification
Odds ratio interpretation
Data analysis project best practices
Ask
Design
Preview
Analyze
Communicate
Sampling methods
Random and systematic
Multilevel, stratified, and cluster
Convenient, quota, and judgmental
PMP for research projects overview
Integration, cost, scope, time, cost, quality, communication
Participants will learn about the field of communication for development in this course (C4D). In order to encourage participation and engagement with kids, families, communities, and networks for positive social and behavioral change in both development and humanitarian contexts, C4D is an evidence-based strategy that makes use of a variety of communication tools, channels, and approaches. It incorporates knowledge and ideas from social, behavioral, and communication sciences.
In order to meet these new challenges and take advantage of chances for innovation to bring about behavior and social change, participants in this three-day course will need new and improved communication competencies.
Too often company executives and professionals spend most of their time fixing day-to-day problems. They react to problems, rather than focusing on what they would like the company to be and then on making it happen. This program focuses on changing the way we think from reacting (responding to day-to-day problems, fixing and repairing) to developing plans for what we want to have happened and then implementing the plans.
A document management system is a computer system used to track and store electronic documents. It is usually also capable of keeping track of the different versions modified by different users. The term has some overlap with the concepts of content management systems. It is often viewed as a component of enterprise content management systems and related to digital asset management, document imaging, workflow systems, and records management systems. This course shows you how to deal with papers in an electronic way to get rid of the papers hard copy which takes a lot of space and time
This course will help you define and implement the vision you have for yourself, your team, and your organization. Working from an initial understanding of your own capabilities, motivators, and resources, it will build an action plan for moving you and those around you towards a shared perception of the future, able to respond to an ever-changing world.
We all operate in an increasingly complex commercial and professional environment that requires us to negotiate on a daily basis not only with customers, clients, suppliers and contractors but also with managers, fellow employees, and colleagues within our own organization.
When did you last stop to think about how you work at work – and whether the way you work could be changed to help you be more successful? The Business Brain Train Seminar provides a thoroughly enjoyable environment for you to explore these questions. It shows how to make yourself more effective using mind mapping; teaches techniques for faster, more effective reading, and shows how to use memory systems to remember information. It examines techniques for idea generation, creativity and problem solving; planning; time management; and inter-personal communication skills (including making a speech and how to improve meetings. It focuses on the core skills required for success in any enterprise.