Data Analytics Essentials Using Python x ChatGPT  @ Bangkok, Thailand

“The duty of helping one’s self in the highest sense involves helping of one’s neighbours” – Samuel SmilesCASUGOLis an international certification body offering a wide-range of professional training and certification programs designed for all industries and verticals.Participants attending our programs will develop the skills and knowledge in their chosen area of professional, personal or academic interest. Programs are constantly reviewed by educators who are industry experts in their chosen field to ensure that they remain current, relevant and consistently high quality.CASUGOLstrives to be a contemporary international neighbourhood where individuals gather to learn, be inspired, share ideas, knowledge, and resources to acquire all that necessary to pursue and advance in a career of their passion. Training and certification programs are also being offered in25 CountriesincludingSingapore,Canada,France,Thailand, VietnamandMalaysiathrough our globalCertified Training Partner (CTP)network.Empowering people to be their best by making education, knowledge, and resources accessible has always been our commitment. With programs that cover a diverse range of interests, participants can certainly learn update their knowledge, gain new skills, or unleash their creativity.

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Learn how data analytics enhances decision-making and uncover hidden data insights. Learn the core components of  Data Analytics with Python

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For more information: <a href="https://casugol.com/course/dae" title="https://casugol.com/course/dae" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://casugol.com/course/dae</a>International Acclaimed Certification. 5-Star ReviewsSuitable for everyone. Learn in an Interactive, Supportive, and Encouraging Environment.

<ul><li>Duration: 3 Days / 24 Hours</li><li>Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination</li></ul> Course Objective<ul><li>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.</li><li>Learn the core components of Data Analytics, Data Preprocessing and Cleaning, Data Mining, Data Warehousing, and Visualization using Python Programming.</li></ul> ExaminationParticipants are required to attempt an examination upon completion of course. This exam tests a candidate’s knowledge and skills related to Artificial Intelligence, Machine Learning, and Python Programming based on the syllabus coveredParticipants are expected to score a minimum of 70% to pass the examination

MODULE 1 - INTRODUCTION TO DATA ANALYTICS <ul><li><a href="" title="" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Analytics Overview</a></li><li><a href="" title="" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Concepts of Data Analytics</a></li><li><a href="" title="" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Importance and Advantages of Data Analytics</a></li><li><a href="" title="" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Developing / Application of Data Analytics Strategies</a></li><li><a href="" title="" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Analytics Maturity Model</a></li><li><a href="" title="" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Understanding Descriptive, Predictive and Prescriptive Analytics</a></li></ul> <h3>MODULE 2 - DIFFERENT TYPES OF ANALYTICS AND APPLICATION</h3> <ul><li><a href="https://casugol.com/course/dae/lessons/introduction-to-python-editors-and-idecopy/" title="https://casugol.com/course/dae/lessons/introduction-to-python-editors-and-idecopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Different Application of Analytics Method</a></li><li><a href="https://casugol.com/course/dae/lessons/basic-programming-rules-in-pythoncopy/" title="https://casugol.com/course/dae/lessons/basic-programming-rules-in-pythoncopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Concepts of Text Analytics and Web Analytics</a></li><li><a href="https://casugol.com/course/dae/lessons/understanding-variables-in-python-integers-float-and-stringscopy/" title="https://casugol.com/course/dae/lessons/understanding-variables-in-python-integers-float-and-stringscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data / information architecture</a></li><li><a href="https://casugol.com/course/dae/lessons/conditional-operators-and-control-loops-in-python-if-else-if-for-whilecopy/" title="https://casugol.com/course/dae/lessons/conditional-operators-and-control-loops-in-python-if-else-if-for-whilecopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">ETL Architecture</a></li><li><a href="https://casugol.com/course/dae/lessons/packages-libraries-in-python-for-artificial-intelligence-numpy-pandas-scipy-scikit-learn-matplotlibcopy/" title="https://casugol.com/course/dae/lessons/packages-libraries-in-python-for-artificial-intelligence-numpy-pandas-scipy-scikit-learn-matplotlibcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">What is Data Warehouse</a></li><li><a href="https://casugol.com/course/dae/lessons/business-intelligence-vs-data-analytics/" title="https://casugol.com/course/dae/lessons/business-intelligence-vs-data-analytics/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Business intelligence vs Data Analytics</a></li><li><a href="https://casugol.com/course/dae/lessons/application-of-analytics-in-an-organisation/" title="https://casugol.com/course/dae/lessons/application-of-analytics-in-an-organisation/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Application of Analytics in an Organisation</a></li></ul> MODULE 3 - DEEP DIVE INTO PYTHON PROGRAMMING <ul><li><a href="https://casugol.com/course/dae/lessons/understanding-the-different-types-of-datacopy/" title="https://casugol.com/course/dae/lessons/understanding-the-different-types-of-datacopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Introduction to Python Programming</a></li><li><a href="https://casugol.com/course/dae/lessons/reading-and-writing-data-from-various-sourcescopy/" title="https://casugol.com/course/dae/lessons/reading-and-writing-data-from-various-sourcescopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Setting up Python IDE and Programming Environment</a></li><li><a href="https://casugol.com/course/dae/lessons/data-preparation-for-pre-processing-and-cleaningcopy/" title="https://casugol.com/course/dae/lessons/data-preparation-for-pre-processing-and-cleaningcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Understanding Structure of Python Programming</a></li><li><a href="https://casugol.com/course/dae/lessons/techniques-for-data-manipulation-using-python-toolscopy/" title="https://casugol.com/course/dae/lessons/techniques-for-data-manipulation-using-python-toolscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Python Variables: Integer, Floats, Strings</a></li><li><a href="https://casugol.com/course/dae/lessons/data-formatting-normalization-and-data-encodingcopy/" title="https://casugol.com/course/dae/lessons/data-formatting-normalization-and-data-encodingcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Using of List vs. Dictionary</a></li><li><a href="https://casugol.com/course/dae/lessons/operators-and-loops-if-else-for-while-break-continue/" title="https://casugol.com/course/dae/lessons/operators-and-loops-if-else-for-while-break-continue/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Operators and Loops: If-Else, For, While, Break, Continue</a></li><li><a href="https://casugol.com/course/dae/lessons/types-of-functions-in-python/" title="https://casugol.com/course/dae/lessons/types-of-functions-in-python/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Types of Functions in Python</a></li><li><a href="https://casugol.com/course/dae/lessons/introduction-to-built-in-functions-in-python/" title="https://casugol.com/course/dae/lessons/introduction-to-built-in-functions-in-python/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Introduction to Built-In Functions in Python</a></li></ul> <h3>MODULE 4 - WORKING WITH KEY MODULES / PACKAGES IN PYTHON FOR DATA ANALYTICS</h3> <ul><li><a href="https://casugol.com/course/dae/lessons/introduction-to-regression-modellingcopy/" title="https://casugol.com/course/dae/lessons/introduction-to-regression-modellingcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Understanding Modules in Python</a></li><li><a href="https://casugol.com/course/dae/lessons/what-is-a-linear-regression-model-multiple-linear-regression-model-and-logistic-regression-modelcopy/" title="https://casugol.com/course/dae/lessons/what-is-a-linear-regression-model-multiple-linear-regression-model-and-logistic-regression-modelcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Working with NumPy Module</a></li><li><a href="https://casugol.com/course/dae/lessons/model-validation-prediction-and-refining-of-regression-modelscopy/" title="https://casugol.com/course/dae/lessons/model-validation-prediction-and-refining-of-regression-modelscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Using Python Pandas Module</a></li><li><a href="https://casugol.com/course/dae/lessons/key-components-of-classification-models-in-machine-learningcopy/" title="https://casugol.com/course/dae/lessons/key-components-of-classification-models-in-machine-learningcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Pre-processing, Data Cleaning, and Data Engineering</a></li><li><a href="https://casugol.com/course/dae/lessons/difference-between-supervised-vs-unsupervised-classificationcopy/" title="https://casugol.com/course/dae/lessons/difference-between-supervised-vs-unsupervised-classificationcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Introduction to MatPlotLib in Python</a></li><li><a href="https://casugol.com/course/dae/lessons/classification-techniques-decision-tree-classification-random-forest-classification-and-naive-bayes-classificationcopy/" title="https://casugol.com/course/dae/lessons/classification-techniques-decision-tree-classification-random-forest-classification-and-naive-bayes-classificationcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Visualization using Python Programming</a></li></ul> <h3>MODULE 5 - DATA MINING PROCESSES FOR DATA ANALYTICS</h3> <ul><li><a href="https://casugol.com/course/dae/lessons/introduction-to-deep-learningcopy/" title="https://casugol.com/course/dae/lessons/introduction-to-deep-learningcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Fundamentals of Data Mining</a></li><li><a href="https://casugol.com/course/dae/lessons/common-deep-learning-algorithms-mlp-bm-rbm-dbn-autoencoderscopy/" title="https://casugol.com/course/dae/lessons/common-deep-learning-algorithms-mlp-bm-rbm-dbn-autoencoderscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Objectives of Data Mining</a></li><li><a href="https://casugol.com/course/dae/lessons/neural-networks-in-deep-learningcopy/" title="https://casugol.com/course/dae/lessons/neural-networks-in-deep-learningcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Key aspects of Data Mining</a></li><li><a href="https://casugol.com/course/dae/lessons/the-main-characteristics-of-neural-networkscopy/" title="https://casugol.com/course/dae/lessons/the-main-characteristics-of-neural-networkscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Concepts of Knowledge Discovery in Databases (KDD)</a></li><li><a href="https://casugol.com/course/dae/lessons/introduction-to-python-tensorflow-and-keras-for-deep-learningcopy/" title="https://casugol.com/course/dae/lessons/introduction-to-python-tensorflow-and-keras-for-deep-learningcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Models in Data Mining</a></li><li><a href="https://casugol.com/course/dae/lessons/developing-a-multilayer-perceptron-mlp-convolutional-neural-network-cnn-and-recurrent-neural-network-rnncopy/" title="https://casugol.com/course/dae/lessons/developing-a-multilayer-perceptron-mlp-convolutional-neural-network-cnn-and-recurrent-neural-network-rnncopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Mining Model vs Statistical Model</a></li><li><a href="https://casugol.com/course/dae/lessons/data-mining-processes/" title="https://casugol.com/course/dae/lessons/data-mining-processes/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Mining Processes</a></li></ul> <h3>MODULE 6 - DATA MINING TECHNIQUES</h3> <ul><li><a href="https://casugol.com/course/dae/lessons/what-is-natural-language-processing-nlpcopy/" title="https://casugol.com/course/dae/lessons/what-is-natural-language-processing-nlpcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Different Data Mining Techniques</a></li><li><a href="https://casugol.com/course/dae/lessons/text-pre-processing-for-natural-language-processing-nlpcopy/" title="https://casugol.com/course/dae/lessons/text-pre-processing-for-natural-language-processing-nlpcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Classification</a></li><li><a href="https://casugol.com/course/dae/lessons/understanding-recurrent-neural-networkscopy/" title="https://casugol.com/course/dae/lessons/understanding-recurrent-neural-networkscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Clustering Analysis</a></li><li><a href="https://casugol.com/course/dae/lessons/using-recurrent-dropout-to-fight-overfittingcopy/" title="https://casugol.com/course/dae/lessons/using-recurrent-dropout-to-fight-overfittingcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Regression Analysis</a></li><li><a href="https://casugol.com/course/dae/lessons/stacking-recurrent-layerscopy/" title="https://casugol.com/course/dae/lessons/stacking-recurrent-layerscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Association Rules</a></li><li><a href="https://casugol.com/course/dae/lessons/using-bidirectional-rnnscopy/" title="https://casugol.com/course/dae/lessons/using-bidirectional-rnnscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Outliers Analysis</a></li><li><a href="https://casugol.com/course/dae/lessons/understanding-1d-convolution-for-sequence-datacopy/" title="https://casugol.com/course/dae/lessons/understanding-1d-convolution-for-sequence-datacopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Sequential Patterns</a></li><li><a href="https://casugol.com/course/dae/lessons/combing-cnns-and-rnns-to-process-long-sequencescopy/" title="https://casugol.com/course/dae/lessons/combing-cnns-and-rnns-to-process-long-sequencescopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Predictive Analytics</a></li></ul> <h3>MODULE 7 - DEEP DIVE INTO VISUALIZATION WITH PYTHON</h3> <ul><li><a href="https://casugol.com/course/dae/lessons/introduction-to-computer-vision-in-applied-artificial-intelligencecopy/" title="https://casugol.com/course/dae/lessons/introduction-to-computer-vision-in-applied-artificial-intelligencecopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Visualization and Data Exploration</a></li><li><a href="https://casugol.com/course/dae/lessons/what-is-convnets-in-computer-visioncopy/" title="https://casugol.com/course/dae/lessons/what-is-convnets-in-computer-visioncopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Comparison Plots (Line Chart, Bar Chart, Radar Chart)</a></li><li><a href="https://casugol.com/course/dae/lessons/understanding-convolution-operation-and-max-pooling-operationcopy/" title="https://casugol.com/course/dae/lessons/understanding-convolution-operation-and-max-pooling-operationcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Relation Plots (Scatter Plot, Bubble Plot, Correlogram, Heatmap)</a></li><li><a href="https://casugol.com/course/dae/lessons/training-a-convnet-on-a-small-datasetcopy/" title="https://casugol.com/course/dae/lessons/training-a-convnet-on-a-small-datasetcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Composition Plots (Pie Chart, Stacked Bar Chart, Stacked Area Chart)</a></li><li><a href="https://casugol.com/course/dae/lessons/understanding-the-relevance-of-deep-learning-for-small-data-problemscopy/" title="https://casugol.com/course/dae/lessons/understanding-the-relevance-of-deep-learning-for-small-data-problemscopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Distribution Plots (Histogram, Density Plot, Box Plot, Violin Plot)</a></li><li><a href="https://casugol.com/course/dae/lessons/downloading-the-data-and-building-the-networkcopy/" title="https://casugol.com/course/dae/lessons/downloading-the-data-and-building-the-networkcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Geo Plots (Dot Map, Choropleth Map, Connection Map)</a></li><li><a href="https://casugol.com/course/dae/lessons/data-pre-processing-and-data-augmentationcopy/" title="https://casugol.com/course/dae/lessons/data-pre-processing-and-data-augmentationcopy/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Enhancement of Visualization</a></li></ul> <h3>MODULE 8 - MATPLOTLIB AND SEABORN LIBRARIES IN PYTHON FOR VISUALIZATION</h3> <ul><li><a href="https://casugol.com/course/dae/lessons/deep-dive-into-matplotlib-in-python/" title="https://casugol.com/course/dae/lessons/deep-dive-into-matplotlib-in-python/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Deep Dive into Matplotlib in Python</a></li><li><a href="https://casugol.com/course/dae/lessons/essential-matplotlib-components-for-plotting/" title="https://casugol.com/course/dae/lessons/essential-matplotlib-components-for-plotting/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Essential Matplotlib Components for Plotting</a></li><li><a href="https://casugol.com/course/dae/lessons/basic-plots-layouts-images-and-mathematical-expressions-using-matplotlib/" title="https://casugol.com/course/dae/lessons/basic-plots-layouts-images-and-mathematical-expressions-using-matplotlib/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Basic Plots, Layouts, Images, and Mathematical Expressions using Matplotlib</a></li><li><a href="https://casugol.com/course/dae/lessons/introduction-to-seaborn-in-python/" title="https://casugol.com/course/dae/lessons/introduction-to-seaborn-in-python/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Introduction to Seaborn in Python</a></li><li><a href="https://casugol.com/course/dae/lessons/kernel-density-estimation-bivariate-distribution-pairwise-relationships/" title="https://casugol.com/course/dae/lessons/kernel-density-estimation-bivariate-distribution-pairwise-relationships/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Kernel Density Estimation, Bivariate Distribution, Pairwise Relationships</a></li><li><a href="https://casugol.com/course/dae/lessons/multi-plots-regression-plots-squarify-and-geospatial-plotting-using-seaborn/" title="https://casugol.com/course/dae/lessons/multi-plots-regression-plots-squarify-and-geospatial-plotting-using-seaborn/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Multi-plots, Regression Plots, Squarify, and Geospatial Plotting using Seaborn</a></li></ul> <h3>MODULE 9 - UNDERSTANDING MACHINE LEARNING</h3> <ul><li><a href="https://casugol.com/course/dae/lessons/statistical-learning-vs-machine-learning/" title="https://casugol.com/course/dae/lessons/statistical-learning-vs-machine-learning/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Statistical Learning vs. Machine Learning</a></li><li><a href="https://casugol.com/course/dae/lessons/iteration-and-evaluation/" title="https://casugol.com/course/dae/lessons/iteration-and-evaluation/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Iteration and Evaluation</a></li><li><a href="https://casugol.com/course/dae/lessons/supervised-unsupervised-and-reinforcement-learning/" title="https://casugol.com/course/dae/lessons/supervised-unsupervised-and-reinforcement-learning/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Supervised, Unsupervised, and Reinforcement Learning</a></li><li><a href="https://casugol.com/course/dae/lessons/different-phases-of-predictive-modelling-data-pre-processing-sampling-model-building-validating/" title="https://casugol.com/course/dae/lessons/different-phases-of-predictive-modelling-data-pre-processing-sampling-model-building-validating/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Different Phases of Predictive Modelling (Data Pre-processing, Sampling, Model Building, Validating)</a></li></ul> Data Analytics Essentials (DAE) involves immersive hands-on experiences, thorough utilization of real-world case studies, practical exercises, and collaborative group discussions.

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