Data Analytics Essentials (DAE) with Python


The worldwide revenue for Big Data and Data Analytics is expected to grow exponentially. Almost all industries and verticals are expected to increase their own spending and investment in Data technologies and solutions, helping to fuel growth of data technologies.

Together with an increase interest and investment in AI, new tools for collecting and analysing data and new enterprise roles and responsibilities will emerge presenting IT professionals and individuals planning to pursue a career in Big Data and Data Analytics with tremendous career opportunities. This can never be a better time to acquire the necessary skills and gain proficiency in Data Analytics and Data Science.






AI-Driven Data Analytics Essentials (DAE) using Python x Gen AI

Price range: $880.00 through $960.00

Every industry and vertical is expected to increase their investment in Data technologies and solutions, fueling the growth of data-driven economy. With an increased interest and investment in AI and Gen AI, new tools for collecting and analyzing data and new enterprise roles and responsibilities has emerge presenting IT professionals and individuals with tremendous career opportunities.This can never be a better time to acquire the knowledge and skills required in Data Analytics and Data Science.

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Course Overview

Every industry and vertical is expected to increase its investment in Data technologies and solutions, fueling the growth of a data-driven economy. With an increased interest and investment in AI and Gen AI, new tools for collecting and analyzing data and new enterprise roles and responsibilities have emerged, presenting IT professionals and individuals with tremendous career opportunities. This can never be a better time to acquire the knowledge and skills required in Data Analytics and Data Science.
 

  • Duration: 16 Hours
  • Certification: Participants will receive a Certificate of Competency upon completing the course and passing the examination
Course Benefits

Pre-requisite

No pre-requisite. Suitable for everyone with and without prior technology experience.
 
Who Should Attend
 
Data Analysts, Business Analysts, Data Scientists, IT Professionals, Researchers, Consultants, Students and Aspiring Data Professionals, Key Decision Makers, Business Leaders, Business Process Outsourcing (BPO) Professionals, Anyone interested in acquiring knowledge and skills in Data Analytics

Course Objective

  • Acquire the essential knowledge and technical skills on how data analytics can be used by organizations to enhance decision-making and uncover hidden data insights.
  • Learn the core components of Data Analytics, Data Preprocessing and Cleaning, Data Mining, Data Warehousing, and Visualization using Python Programming and GEN AI Tools.
Course Outline
  • AI-driven Data Analytics Overview
  • Data Analytics Built on AI-driven Methodologies
  • Importance and Advantages of AI-driven Data Analytics
  • Developing AI-driven Data Analytics Strategies, AI Tools,
    and Methodologies
  • Data Analytics Maturity Model and the Use of AI within Analytics Processes
  • Understanding Descriptive, Predictive, and Prescriptive Analytics
  • Different Application of AI-driven Analytics Method
  • Concepts of Text Analytics (Natural Language Processing) and Web Analytics with Machine Learning Algorithms
  • Data / Information Architecture for AI-driven Systems
  • AI-Enhanced Extract Transform Load (ETL) vs. Extract Load Transform (ELT) Architecture
  • Data Warehouse for AI-driven Data Analytics
  • Enhancing Business Intelligence and Data Analytics with AI Tools
  • Pragmatic Applications of AIdriven Application
  • Overview of Python’s Role in AI and Data Analytics
  • Key Python Libraries for AI-driven Analytics: NumPy, Pandas, Scikit-learn, TensorFlow, Keras, and PyTorch
  • Setting up Python Environment for AI and Data Analytics
  • Data Cleaning and Preprocessing with Pandas and NumPy
  • Scaling, Normalizing, and Transforming Data for Machine Learning Models
  • Exploratory Data Analysis (EDA) with AI-powered Insights
  • Data Pipeline Automation with AI and Python
  • Overview of Essential Python Libraries and Packages for AI and Data Analytics
  • Installing and Managing Python Packages using pip and conda
  • Data Manipulation and Transformation with Pandas
  • Numerical Computations with NumPy and SciPy
  • Core Machine Learning Models and Algorithms Available in Scikit-learn
  • Data Visualization with Matplotlib, Seaborn, and Plotly
  • Overview of AI in Data Mining and its Role in Data Analytics
  • Traditional Data Mining Techniques vs. AI-driven Approaches
  • AI-powered Tools for Data Cleaning and Anomaly Detection
  • Handling Missing Data, Outliers, and Noisy Data using AI Algorithms
  • Overview of AI-based Tools for Automating Data Mining
  • Enhancing Knowledge Discovery in Databases (KDD) with AI
  • Automating Knowledge Extraction, Pattern Recognition, and Trend Analysis
  • Future Trends in AI-Driven Data Mining
  • AI-driven Classification Techniques in Data Mining (Decision Trees, Random Forests, SVM, Neural Networks)
  • AI-driven Clustering Methods for Data Mining (K-means, DBSCAN, Hierarchical Clustering)
  • Association Rule Mining and Market Basket Analysis
  • Introduction to Sequential Pattern Mining
  • AI-driven Techniques for Web
  • Content Mining
  • Time Series Data Mining using
  • AI-enhanced Techniques
  • AI-driven Predictive Analytics
  • Overview of Traditional vs. AI-enhanced Data Visualization Techniques
  • Key Python Libraries for AI-driven Visualization (Matplotlib, Seaborn, Plotly, Bokeh, Altair)
  • Relation Plots (Scatter Plot, Bubble Plot, Correlogram, Heatmap)
  • AI-driven Time Series Visualization
  • Creating Geospatial
  • Visualizations using AI
  • Using AI-driven Forecasting Models
  • Techniques for Visualizing Realtime Streaming Data using AI models
  • Statistical Learning vs. Machine Learning
  • Iteration and Evaluation
  • Supervised, Unsupervised, and Reinforcement Learning
  • Different Phases of Predictive Modelling (Data Preprocessing, Sampling, Model Building, Validating)

This course involves extensive practical/hands-on exercises, rigorous usage of real-time case studies, role-playing and group discussion

Examination

Upon completion of the course, participants are required to attempt an examination. This exam tests a candidate’s knowledge and skills related to AI-driven Data Analytics based on the syllabus covered.

Participants are expected to score a minimum of 70% to pass the examination






What You Can Expect




Technology-Based Training



Open-Source Tools



80% Hands-On Exercises / 20% Theory



Designed by Industry Leaders and Subject-Matter Experts



Progressive Learning



Highly interactive, supportive and encouraging



Be recognized as a CASUGOL Certified Professional



What Learners Say

ExcellentCASUGOL4.9★★★★★koen de witkoen de wit ★★★★★ I wanted to expand my horizon and open myself to a new way of thinking about digital transformation. It certainly more than overdeliveredDavid MouldDavid Mould ★★★★★ Peesa ChoomsawasdiPeesa Choomsawasdi ★★★★★ Enjoyed the class, insightful and pragmatic.Selva Subramanian SivanaiahSelva Subramanian Sivanaiah ★★★★★ Ahmad Tariq Ahmad ZiyadAhmad Tariq Ahmad Ziyad ★★★★★ Thanks Dwayne for teaching us the CASUGOL Digital Transformation Framework. After the class, it makes me can't wait to start to many potential area of improvements in my company internally and externally on our Digital Transformation journeyKuchaiKuchai ★★★★★ Very exciting course to be joined by others in AI era.Joel SebastianJoel Sebastian ★★★★★ Marshall Tommie LajawaiMarshall Tommie Lajawai ★★★★★ Great training experience!Auriel AnthonyAuriel Anthony ★★★★★ Thank you CASUGOL for coming all the way to Sabah, East Malaysia at Sabah Credit Corporation. Had amazing digital transformation training with CASUGOL!cordon scccordon scc ★★★★★ great learning experience and learn more about digital transformation. Also great speakerJeamron AratJeamron Arat ★★★★★ Attended CASUGOL's CDTP training and learned a lot about the Digital Transformation framework and core principles which can be applied on the job. Plenty of real-world examples and active discussion during the trainings.Kira ChanKira Chan ★★★★★ toni gasangtoni gasang ★★★★★ Innocelzever AbdonInnocelzever Abdon ★★★★★ I've enjoyed the whole 2-day training as Dwayne kept it light and fun while being an educator at the same time, it made my experience memorable and informativeJaphet MoralejaJaphet Moraleja ★★★★★ Ian Curt SarmientoIan Curt Sarmiento ★★★★★ Great way of sharing expertise and knowledge in small steps but big meaning change.Patricia Caldito-LimPatricia Caldito-Lim ★★★★★ Casugol provides a better understanding on how to leverage well on Artificial Intelligence. I've a learned a lot on a 1-day session. Thank you!Kavilashini AlagenthranKavilashini Alagenthran ★★★★★ Tiwi HarefaTiwi Harefa ★★★★★ Raihan Muhammad IqbalRaihan Muhammad Iqbal ★★★★★ vira agathavira agatha ★★★★★ It was really fun to follow the casugol training, the lessons were easy to understandHanna YunitaHanna Yunita ★★★★★ Nurianda WulandariNurianda Wulandari ★★★★★ Terimakasih untuk pembelajarannya selama ini, semoga ilmu yang di berikan bermanfaat bagi semua orgLiza SinagaLiza Sinaga ★★★★★ ryanlau terate22ryanlau terate22 ★★★★★ Anita Romauli SimamoraAnita Romauli Simamora ★★★★★ During this training, I gained a lot of valuable experience, both in terms of knowledge, skills, and work attitudes. The material presented is very relevant to the needs of the world of work, and is presented in an interactive and easy-to-understand manner.Wahyu SyaputraWahyu Syaputra ★★★★★ Saya sangat senang mengikuti materi pembelajaran seminar iniEcah HerlinaEcah Herlina ★★★★★ The class is very goodvioretta angelavioretta angela ★★★★★ stephaniestephanie ★★★★★ so fun experience!thanks to mr. DwayneElvisElvis ★★★★★ Victor OctarinoVictor Octarino ★★★★★ Valent GValent G ★★★★★ Glae DisyaGlae Disya ★★★★★ Nice place to learnNsalim batamNsalim batam ★★★★★ Myoui Aldo ChoMyoui Aldo Cho ★★★★★ Sundi CenturiaSundi Centuria ★★★★★ Andira NasaruddinAndira Nasaruddin ★★★★★ AurellAurell ★★★★★ Putri MayangPutri Mayang ★★★★★ The class was very enjoyable and the material was meaningfulReza Seri Rahayu SaputriReza Seri Rahayu Saputri ★★★★★ Febby aulya putriFebby aulya putri ★★★★★ Good JobAmaliyaa NurAmaliyaa Nur ★★★★★ good experienceTania RidhaTania Ridha ★★★★★ Erin KristinaErin Kristina ★★★★★ Joining Casugol was one of the best decisions in my personal and professional development journey.SalmiahSalmiah ★★★★★ raffa witaaraffa witaa ★★★★★ Helena LukmetiablaHelena Lukmetiabla ★★★★★ js_loader




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