Course information

Advanced Data Analytics Certification Course Outline

Domain 1: Data Analytics

Module 1: Introduction to Data Analytics

  • Data Analytics Overview
  • Types of Data Analytics
  • Descriptive Analytics
  • Diagnostic Analytics
  • Predictive Analytics
  • Prescriptive Analytics
  • Benefits of Data Analytics
  • Data Visualization for Decision Making
  • Data Types, Measure of Central Tendency, Measures of Dispersion
  • Graphical Techniques, Skewness and Kurtosis, Box Plot
  • Descriptive Stats
  • Sampling Variation, Central Limit Theorem, Confidence Interval
  • Optimization Techniques for Data Analytics

Module 2: Introduction to Statistical Analysis

  • Counting, Probability, and Probability Distributions
  • Sampling Distributions
  • Estimation and Hypothesis Testing
  • Scatter Diagram
  • ANOVA and Chi-Square
  • Imputation Techniques
  • Data Cleaning
  • Correlation and Regression

Module 3: Data Wrangling with SQL

  • Introduction to SQL
  • Database Normalization
  • Entity-Relationship Model
  • SQL Operators
  • Join, Tables, and Variables
  • SQL Functions
  • Subqueries
  • Views and Stored Procedures
  • User-Defined Functions
  • SQL Performance and Optimization
  • Advanced Concepts
  • Correlated Subquery
  • Grouping Sets

Module 4: Presto

  • Introduction to Presto
  • Writing Queries in Presto on Large Data Sets

Module 5: Feature Engineering

  • Handling Unstructured Data
  • Machine Learning Algorithms
  • Bias Variance Trade-Off
  • Imbalance Data
  • Handling Unbalanced Data
  • Boosting
  • Model Validation
  • Hyper Parameter Optimization
  • Advanced Machine Learning Libraries – Xgboost
  • Solving Problems on Kaggle

Domain 2: Business Analytics with Excel

Module 6: Introduction to Data Analysis with MS Excel

  • Steps to Analyse Data
  • Introduction to Tables

Module 7: Cleaning Data with Text Functions

  • Removing Unwanted Characters from the Text
  • Steps for Data Cleaning

Module 8: Sorting and Filtering

  • What is Sorting and Filtering?
  • Applying Sorting on Two Columns
  • Steps to Sort Dates and Columns by Colors
  • Apply Filtering
  • Clear Filter
  • Apply Filter on Text

Module 9: Exploring Lookup Functions

  • VLookUp Functions in Excel
  • HLookUp Functions in Excel

Module 10: Introduction to Power Pivot and Formula Auditing

  • Working with Pivot Tables
  • How to Use Power Pivot?
  • Measures
  • Dimension Tables
  • Relationships
  • Advanced Functions
  • Data Visualization and Analysis
  • Show Formulas
  • Trace Precedents
  • Trace Dependents
  • Evaluate Formula

Module 11: DAX Variables and Formatting

  • What is DAX?
  • Data Types and Operators
  • DAX Variables
  • Formatting DAX Code
  • Debugging Errors in DAX Code
  • Progressive DAX Syntax and Functions

Module 12: Introduction to Power Map

  • Create a Power Map
  • Explore Sample Datasets in Power Map
  • Visualize Data in Power Map
  • Create a Custom Map in Power Map

Module 13: Design a Dashboard Using Data Model

  • Using PowerPoint and Excel
  • Make a Dashboard in Excel
  • Customize with Macros, Color, etc.
  • Make a Dashboard in Smartsheet

Domain 3: Programming Basics and Data Analytics with Python

Module 14: Python for Data Analysis - NumPy

  • Introduction to NumPy
  • NumPy Arrays
  • Aggregations
  • Computation on Arrays: Broadcasting
  • Comparison, Boolean Logic and Masks
  • Fancy Indexing
  • Sorting Arrays
  • NumPy’s Structured Arrays

Module 15: Python for Data Analysis – Pandas

  • Installing Pandas
  • Pandas Objects
  • Data Indexing and Selection
  • Operating on Data in Pandas
  • Handling Missing Data
  • Hierarchical Indexing
  • Concat and Append
  • Merge and Join
  • Aggregations and Grouping
  • Pivot Tables
  • Vectorized String Operations
  • Working with Time Series

Module 16: Python for Data Visualization – Matplotlib

  • Overview
  • Object-Oriented Interface
  • Simple Line Plots and Scatter Plots
  • Visualizing Errors
  • Contour Plots
  • Histograms, Binnings, and Density
  • Customizing Plot Legends
  • Customizing Color Bars
  • Multiple Subplots
  • Text Annotation
  • Three-Dimensional Plotting

Module 17: Python for Data Visualization – Seaborn

  • Installing Seaborn and Load Dataset
  • Plot the Distribution
  • Regression Analysis
  • Basic Aesthetic Themes and Styles
  • Distinguish Between Scatter Plots, Hexbin Plots, and KDE Plots
  • Use Boxplots and Violin Plots

Domain 4: Tableau Training

Module 18: Get Started

  • What is Tableau?
  • Steps in Creating Tableau Data Analysis Report
  • Navigation
  • Data Terminology
  • Design Flow
  • File Types
  • Data Types
  • Show Me

Module 19: Data Sources

  • Types of Data Sources
  • Custom Data View
  • Extracting Data
  • Fields Operations
  • Editing Metadata
  • Data Joining
  • Data Blending

Module 20: Worksheets

  • Add and Rename
  • Save and Delete
  • Reorder Worksheet
  • Paged Workbook

Module 21: Calculations

  • Operators
  • Functions
  • Calculations
  • Numeric
  • String
  • Date
  • Table
  • LOD Expressions

Module 22: Sort and Filters

  • Basic Sorting
  • Basic Filters
  • Filters
  • Quick
  • Context
  • Condition
  • Top Filters
  • Filter Operations

Module 23: Tableau Charts

  • Chart
  • Bar
  • Line
  • Pie
  • Crosstab
  • Scatter Plot
  • Bubble Chart
  • Bullet Graph
  • Box Plot
  • Tree Map
  • Bump Chart
  • Gantt Chart
  • Histogram
  • Motion Charts
  • Waterfall Charts

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Who should attend this Advanced Data Analytics Certification Course?

The Advanced Data Analytics Course in Sacramento is designed for individuals aiming to delve deep into Data Analysis techniques, methodologies, and applications. Here are the candidates who would benefit immensely from attending an Advanced Data Analytics Certification Course:

  • Data Scientists
  • Data Analysts
  • Business Analysts
  • Statisticians
  • Machine Learning Engineers
  • Business Intelligence Professionals
  • Database Administrators
  • Quantitative Researchers

Prerequisites of the Advanced Data Analytics Certification Course

There are no formal prerequisites for attending this Advanced Data Analytics Certification Course.

Advanced Data Analytics Certification Course Overview

The Advanced Data Analytics Course in Sacramento is a vital exploration into the dynamic field of Data Analysis and interpretation. Data Analytics is at the core of decision-making across industries, making this course not just relevant but indispensable. With the ever-increasing volume of data being generated, the ability to extract meaningful insights is crucial for businesses and organizations to thrive in the digital age.

Proficiency in Advanced Data Analytics is imperative for professionals across various domains, including Data Scientists, Business Analysts, Marketers, and IT Professionals. In this era of information overload, those who master data analytics possess a competitive edge, enabling them to make informed decisions, enhance operations, and drive organizational growth in Sacramento.

This intensive 4-day Advanced Data Analytics Course in Sacramento is designed to equip delegates with the essential skills and knowledge needed to navigate the intricate landscape of Advanced Data Analytics effectively. Through hands-on experience and expert guidance, delegates will gain a deep understanding of data modelling, predictive analytics, and data visualisation techniques.

Course Objectives:

  • To learn about data visualization that represents data graphically
  • To understand data wrangling for unifying and cleaning messy data
  • To become familiar with the importance of sorting and filtering
  • To design dashboard using data model that store information systematically
  • To analyse data with Python using NumPy and Pandas libraries
  • To know about Tableau charts that illustrates trends and outliers

Upon completing this Advanced Data Analytics Course, delegates in Sacramento will be able to analyse and visualize the information by extracting it from raw data. They will also be able to create capstone projects such as credit card fraud detection using Machine Learning, an e-commerce sales dashboard in Excel, etc., to gain expertise in the Data Analytics field.

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What’s included in this Advanced Data Analytics Certification Course?

  • World-Class Training Sessions from Experienced Instructors
  • Advanced Data Analytics Certificate
  • Digital Delegate Pack

Why choose us

Our Sacramento venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Sacramento is situated near central valley at the joining of the Sacramento River and the American River, as well as it being the capital city of California it is also the sixth largest city within California and is home to around 485,199 people within 2014. Sacramento also has a metropolitan population of an estimated 2,414, 783 in 2010 therefore ranking it in third place as the largest metropolitan population within California. Sacramento is also the seat to the government of Sacramento County, and America’s most diverse city as of Harvard University civil rights project in 2002. There are a number of different types of schools, which are public, private or independent, the independent schools within Sacramento include the Waldorf School and the Sacramento Country Day School which was run by the California Association of Independent Schools as opposed to being one of the Roman Catholic Independent schools. The Public schools include Natomas Unified School District, Twin Rivers Unified School District, Sacramento City Unified School District and Elk Grove Unified School District. Some of the Universities within the city include Sacramento State (California State University, Sacramento) and University of California. Sacramento State University plays a big part in the education of students, as of 2004 they enrolled roughly 22,555 undergraduates within the eight colleges it operates. There is also a few universities with campuses in Sacramento which include the McGeroge School of law – University of Pacific, National University, Western Seminary and the University of San Francisco. All of the Universities offer students different types of courses and degrees some of which include graduate, undergraduate, bachelors, masters and doctoral degrees. Subjects can also differ depending on the institution with regards to public health sciences, administration, project management, business, sciences, law, counselling, education, mathematics, engineering, arts, sports and many more. Sacramento also consists of different schools which practise religion, these being an Islamic school the Masjid Annur, Christian schools such as the Sacramento Adventist Academy and the Capital Christian School as well as a Jewish school which is the Shalom School.

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Address

Sacremento, California

T: +1 7204454674

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Advanced Data Analytics Certification | Analytics Training in Sacramento. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Advanced Data Analytics Certification | Analytics Training in Sacramento, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Advanced Data Analytics Certification | Analytics Training in Sacramento FAQs

Data analytics involves the interpretation, processing, and visualization of data to extract meaningful insights and support decision-making. It encompasses various techniques and tools to analyze and interpret large datasets.
Starting a career in Data Analytics offers opportunities to work with valuable insights, make informed decisions, and contribute to business success. The demand for Data Analysts is high, and it's a field that continues to grow, providing a rewarding career path.
The responsibilities of a Data Analyst include collecting, processing, and analyzing data to help organizations make informed decisions. They may also create visualizations, identify trends, and communicate findings to support business strategies.
To be a Data Analyst, you need skills in data interpretation, statistical analysis, data visualization, and proficiency in tools like Excel, SQL, and data visualization software. Strong communication skills are also crucial for effectively conveying findings.
While coding is not always mandatory for basic Data Analysis, having coding skills can significantly enhance a data analyst's capabilities. Knowledge of languages like Python or R is beneficial for handling larger datasets and more complex analyses.
Data Analysis involves interpreting and extracting insights from data, often using statistical methods and tools. Data Science, on the other hand, is a broader field that includes Data Analysis but also encompasses Machine Learning, predictive modeling, and more advanced techniques to derive insights and build models.
Data Analysis Courses can be studied through various methods, including online courses, in-person classes, and self-paced learning.
The tools and platforms included in the curriculum are commonly used tools like Microsoft Excel, SQL for database querying, programming languages like Python or R, and data visualization tools such as Tableau or Power BI. The specific tools may depend on the course and its objectives.
There are no formal prerequisites for attending this Advanced Data Analytics Training Course.
Advanced Data Analytics Courses are designed for professionals who want to deepen their knowledge and skills in Data Analytics like Data Scientists, Business Analysts, Data Analysts, Business Intelligence Professionals, etc.
The Data Analysis process typically involves several key steps, including data collection, data cleaning, exploratory data analysis, data modeling, data visualization, and drawing conclusions. Each step contributes to extracting meaningful insights from raw data.
This Advanced Data Analytics Training is designed to provide delegates with advanced skills and knowledge in data analytics, enhancing their ability to analyze complex datasets, make informed decisions, and contribute to data-driven strategies.
In this certification, delegates will gain proficiency in advanced Data Analysis techniques, including Machine Learning, predictive modeling, and statistical analysis. They will learn to work with large datasets, extract valuable insights, and communicate findings effectively.
The training fees for Advanced Data Analytics Coursein Sacramento starts from $4395
The Knowledge Academy is the Leading global training provider for Advanced Data Analytics Course.
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Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

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