Advanced Data Analytics Certification Course Outline

Day 1: Advanced Statistical Analysis & Data Engineering
Module 1: Advanced Data Analytics Foundations

  • Evolution of Data Analytics & Key Trends
  • Data Science vs. Data Analytics vs. Business Intelligence
  • Frameworks for Decision-Making with Data
  • Understanding Data Pipelines for Analytics

Module 2: Advanced Statistical Analysis & Hypothesis Testing

  • Probability Distributions (Normal, Binomial, Poisson)
  • Central Limit Theorem & Bayesian Inference
  • Hypothesis Testing (T-Test, ANOVA, Chi-Square)
  • Bootstrapping & Confidence Intervals

Module 3: Multivariate Analysis & Dimensionality Reduction

  • Principal Component Analysis (PCA)
  • Factor Analysis for Feature Selection
  • LDA for Classification Problems
  • Manifold Learning Techniques (t-SNE, UMAP)

Module 4: Advanced SQL for Data Analytics

  • SQL for Analytical Queries (Window Functions, CTEs)
  • Query Optimization & Performance Tuning
  • Time Series Data Manipulation in SQL
  • Recursive Queries & Advanced Joins


Day 2: Data Processing & Predictive Analytics
Module 5: Data Cleaning, Transformation & Feature Engineering

  • Handling Missing Data (Imputation & Outlier Detection)
  • Encoding Categorical Data (One-Hot, Target Encoding)
  • Feature Scaling & Normalization Techniques
  • Creating Synthetic Features for Better Models

Module 6: Exploratory Data Analysis (EDA) with Python

  • Data Profiling & Summary Statistics
  • Identifying Patterns & Outliers with Visualization
  • Correlation Analysis & Feature Relationships
  • Advanced Data Transformation Methods

Module 7: Predictive Analytics & Machine Learning Models

  • Regression Models: Linear, Ridge, Lasso
  • Classification Models: Logistic Regression, Decision Trees
  • Bias-Variance Tradeoff & Model Validation Strategies
  • Model Selection & Performance Metrics

Module 8: Ensemble Learning & Model Optimization

  • Bagging (Random Forest) & Boosting (XGBoost, LightGBM, CatBoost)
  • Stacking & Blending Techniques
  • Hyperparameter Tuning (Grid Search, Bayesian Optimization)
  • Cross-Validation & Model Robustness Testing


Day 3: Unsupervised Learning & Time Series Forecasting
Module 9: Unsupervised Learning & Clustering Techniques

  • K-Means, DBSCAN, and Hierarchical Clustering
  • Anomaly Detection with Isolation Forests
  • Association Rule Mining (Apriori, FP-Growth)
  • Customer Segmentation for Business Insights

Module 10: Time Series Analysis & Forecasting

  • Understanding Trends & Seasonality
  • ARIMA, SARIMA, and Exponential Smoothing
  • Machine Learning for Time Series (XGBoost & LSTMs)
  • Anomaly Detection in Time Series Data

Module 11: Advanced Data Visualization Techniques

  • Customizing Visualizations with Matplotlib & Seaborn
  • Interactive Dashboards with Plotly
  • Advanced Charting Techniques (Heatmaps, Sankey Diagrams)
  • Best Practices for Data Storytelling

Module 12: Explainable AI & Model Interpretability

  • Feature Importance & SHAP Values
  • Partial Dependence Plots & LIME
  • Fairness & Bias Mitigation in Machine Learning
  • Ethical Considerations in AI Decision Making


Day 4: Business Intelligence & Real-World Applications
Module 13: Business Intelligence with Tableau

  • Data Preparation & Importing Large Datasets
  • Creating Advanced Charts & Visualizations
  • Interactive Dashboards & Storytelling in Tableau
  • Data Blending & Advanced Calculations

Module 14: Data-Driven Decision Making & Optimization Techniques

  • A/B Testing & Experimentation
  • Decision Trees for Strategic Decision-Making
  • Optimizing Business Processes with Data
  • Real-World Applications of Data Analytics

Module 15: Data Governance & Quality Management

  • Principles of Data Quality & Data Lineage
  • Data Cleaning Frameworks for Large-Scale Analytics
  • Handling Data Privacy & Compliance Regulations (GDPR, HIPAA)
  • Automating Data Validation & Monitoring
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Who should attend this Advanced Data Analytics Certification Course?

The Advanced Data Analytics Course in New Delhi 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 New Delhi 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 New Delhi.

This intensive 4-day Advanced Data Analytics Course in New Delhi 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 New Delhi 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
Hands-On Labs: Included as part of our online instructor-led delivery, these labs provide real-world exercises in a simulated environment guided by expert instructors to enhance your practical skills.
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Looking for Advanced Data Analytics Course in-house or onsite training in New Delhi? We specialise in corporate group training and bulk bookings for organisations of all sizes in New Delhi. Our trainers deliver tailored sessions at your premises, online, or hybrid, with best price guarantee, group discounts and flexible scheduling to train your team.

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New Delhi is one of the districts within Delhi, as well as it being the capital city of India, it is also the home to the Government of the National Capital Territory of Delhi and some of the branches of the Government of India, these being the judiciary, executive and legislative branches and is also home to around 249,998 people. The capital of India - New Delhi was initiated within 1931 by Viceroy Lord Irwin however formed during 1911 by George V, who was the King of the United Kingdom as well as the Emperor of India and his British architects Sir Herbert Baker and Sir Edwin Lutyens formed the foundation stone and announced the capital city of India would be changed. The primary schools and secondary schools within New Delhi are either run privately or by the government and as of 2004 to 2005 there was around 1.5 million students going through the educational system within 2416 primary schools, 822,00 students in 715 middle schools and 669,000 students in 1576 secondary schools and around 500,000 students within 165 universities and colleges. All universities are either state, deemed or central universities, The top universities within New Delhi are the Jamia Millia Islamia, the University of Delhi, Indian Statistical Institute, National Law University, Jawaharlal Nehru University, Guru Gobind Singh Indraprastha University, Ambedkar University Delhi, Jamia Hamdard, Delhi Technological University – which is the first Engineering college within Delhi and one of the oldest in India, the Indira Gandhi National Open University is the largest national university in the world with over 4 million students, New Delhi is also home to the Indian Agricultural Research Institute, Pusa, New Delhi, Premier institute for agricultural research and education in India. The university courses and programs can offer different types of degrees such an undergraduate and post graduate courses, Bachelor courses and Scholarships, New Delhi prides itself on its premier institutions as the teaching and researching they do means that within 2011 the census recorded the literacy rate for females as 80.9% and for males it was slightly higher at 91.0% with an overall literacy rate of 86.3%. Subjects within the different universities can include, social sciences, engineering, humanities, technology, sports, law, social work, arts, management, education, computer information technology, foreign languages, mathematical science, dentistry and medical. 

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Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Advanced Data Analytics Course. 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.

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Learn Advanced Data Analytics Course through The Knowledge Academy’s Online Self-Paced Learning. This flexible and structured format supports your training goals and enables every professional to build skills with confidence.

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Experience the most sought-after learning style with The Knowledge Academy's Advanced Data Analytics Course Course. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led Advanced Data Analytics Course sessions.

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

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Package deals for Advanced Data Analytics Course in New Delhi

Our training experts have compiled a range of course packages on a variety of categories in Advanced Data Analytics Course, to boost your career. The packages consist of the best possible qualifications with Advanced Data Analytics Course, and allows you to purchase multiple courses at a discounted rate.

Advanced Data Analytics Certification | Analytics Training in New Delhi FAQs

What is Data Analytics?

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.

Why start a career in Data Analytics?

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.

What are the responsibilities of a Data Analyst?

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.

What skills do I need to be a Data Analyst?

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.

Does Data Analysis require coding?

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.

What is the difference between Data Analysis and Data Science?

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.

What methods of study are available for Data Analysis Courses?

Data Analysis Courses can be studied through various methods, including online courses, in-person classes, and self-paced learning.

What tools or platforms are included in the curriculum?

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.

What are the prerequisites of the course?

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

Who should attend this Advanced Data Analytics Certification 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.

What are the steps involved in the Data Analysis process?

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.

How will this Advanced Data Analytics Certification be beneficial for delegates?

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.

What will I learn in this Advanced Data Analytics Certification?

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.

What is the cost/training fees for Advanced Data Analytics Course in New Delhi?

The training fees for Advanced Data Analytics Course in New Delhi starts from INR458995

Which is the best training institute/provider of Advanced Data Analytics Course in New Delhi?

The Knowledge Academy is one of the Leading global training provider for Advanced Data Analytics Course.

What are the best Big Data and Analytics Training courses in New Delhi?

Please see our Big Data and Analytics Training courses available in New Delhi

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