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UID:eventsphere-64023@www.knowafest.com
DTSTAMP:20261008T152629Z
DTSTART:20250913T183000Z
DTEND:20250914T182959Z
SUMMARY:Data Analytics Workshop 2025
LOCATION:Top Engineers\, Chennai
DESCRIPTION:<p>Session 1: Introduction to Data Analytics (1.5 Hours)<br />\
 n• What is Data Analytics? Why is it important?<br />\n• Types of Data
  Analytics (Descriptive\, Predictive\, Prescriptive)<br />\n• Understand
 ing data types (structured/unstructured\, categorical/numerical)<br />\n
 • Real-life applications (startups\, business\, healthcare)<br />\n• T
 ools Overview: Excel vs Python vs AI Tools<br />\n• Hands-on: Load and e
 xplore a dataset using Python (Pandas)<br />\nSession 2: Exploratory Data 
 Analysis (1 Hours)<br />\n• Data Cleaning: Handling missing data\, remov
 ing duplicates<br />\n• Data Visualization: Histograms\, Boxplots\, Heat
 maps<br />\n• Hands-on: Perform EDA using Pandas\, Matplotlib/Seaborn<br
  />\nBreak (1 Hour)<br />\nSession 3: Introduction to AI in Analytics (1 H
 our)<br />\n• What is AI in Data Analytics?<br />\n• Basic ML pipeline
 : preprocessing → training → prediction<br />\n• Demo: Use AutoML or
  Scikit-learn to train a simple model<br />\n• Hands-on: Train a regress
 ion or classification model using Python<br />\nSession 4: Mini Project + 
 Q&amp\;A (1.5 Hours)<br />\n• Mini Project: Participants clean\, explore
 \, and model a small dataset<br />\n• Suggested Datasets: Student perfor
 mance\, Sales data\, or Titanic dataset<br />\n• Participants interpret 
 results and present insights<br />\n• Q&amp\;A and Feedback<br />\n<br /
 >\n**NOTE: LAPTOP IS MANDATORY\, SINCE HANDS-ON SESSIONS NEEDS PROGRAMMING
 </p>
URL:https://www.knowafest.com/data-analytics-workshop-2025-64023
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