Ongoing Self-paced Courses

Recognized at par with QIP for recognition/credits. Certificates to the participants by E&ICT Academy IITR.

Python for Beginners

  • Introduction to Linux, Introduction to Python
  • Hands-on using Jupyter on CloudxLab, Variables, expressions, and statements
  • Conditional Execution and Functions, Loops and Iterations
  • Files and Lists, Tuple and Dictionary, Regular Expression
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    Data Science Specialization

  • Learn Python, NumPy, Pandas, Scikit-learn, HDFS
  • Hive, HBase, NoSQL, Oozie, Flume, Sqoop, Spark, Spark RDD
  • Spark Streaming, Kafka, SparkR, SparkSQL, MLlib, Regression, Clustering
  • SVM, Random Forests, Decision Trees, Dimensionality Reduction, TensorFlow
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    Data Engineering with Hadoop and Spark

  • Big Data Introduction, distributed systems, Big Data use cases, overview of Hadoop ecosystem
  • Hadoop & Spark Hands-on, Basics of Linux-Quick Hands-On, understanding regular expressions
  • ZooKeeper-Race Condition, ZooKeeper-Deadlock, HDFS-NameNode & DataNodes
  • YARN Architecture, MapReduce-Understanding Sorting, CAP Theorem, Comparison of NOSQL Databases
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    Machine Learning Specialization

  • Machine Learning Applications & Landscape, Building end-to-end Machine Learning Project, Support Vector Machines
  • Introduction to Deep Learning, Up and Running with TensorFlow, Convolutional Neural Networks, Recurrent Neural Networks
  • Autoencoders, Reinforcement Learning, Quizzes, gamified assessments & projects
  • Projects-Analyze your mailbox, Classify handwritten digits in MNIST dataset, Noise removal from the images
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    Python For Machine Learning

  • Familiarizing with Linux, Jupyter, Python, Linear Algebra
  • NumPy, Pandas and Maplotlib
  • Download all the emails in your inbox using GYB command line tool
  • Analyze your emails using Numpy and Pandas and churn it to come up with various interesting insights
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