Learn · NPTEL

Course12410581160 lectures

Urban Informatics

Prof. Debapratim Pandit · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Week 1 :

  1. Lecture 01 : Introduction Part 01 Video
  2. Lecture 02 : Introduction Part 02 Video
  3. Lecture 03 : Data Driven Governance and Digital Participation Part 1 Video
  4. Lecture 04 : Data Driven Governance and Digital Participation Part 2 Video
  5. Lecture 05 : Open Data Platforms Video

Week 2 :

  1. Lecture 06 : Types of Data and Data format Video
  2. Lecture 07 : Types of Database Video
  3. Lecture 08 : Database Normalization Part 1 Video
  4. Lecture 09 : Database Normalization Part 2 Video
  5. Lecture 10 : NoSQL & Non-Relational Databases Video

Week 3 :

  1. Lecture 11 : Querying Databases Video
  2. Lecture 12 : SQL Part 1 Video
  3. Lecture 13 : SQL Part 2 Video
  4. Lecture 14 : SQL Part 3 Video
  5. Lecture 15 : Data Access and APIs Video

Week 4 :

  1. Lecture 16 : Introduction to Python Video
  2. Lecture 17 : Python Part 1 Video
  3. Lecture 18 : Python Part 2 Video
  4. Lecture 19 : Object Oriented Programming Video
  5. Lecture 20 : Classes and Instances in Python Video

Week 5 :

  1. Lecture 21 : Data Access and Manipulation Part 1 Video
  2. Lecture 22 : Data Access and Manipulation Part 2 Video
  3. Lecture 23 : Data Access and Manipulation Part 3 Video
  4. Lecture 24 : Data Analysis and Visualization Part 1 Video
  5. Lecture 25 : Data Analysis and Visualization Part 2 Video

Week 6 :

  1. Lecture 26 : Machine Learning Basics Video
  2. Lecture 27 : Foundational Theories Video
  3. Lecture 28 : Machine Learning Typology Video
  4. Lecture 29 : Data Analysis and Visualization Part 3 Video
  5. Lecture 30 : Data Analysis and Visualization Part 4 Video

Week 7 :

  1. Lecture 31 : Introduction to Supervised Learning and Linear Regression Video
  2. Lecture 32 : MI Workflow via Linear Regression in Python Video
  3. Lecture 33 : Decision Tree Part 1 Video
  4. Lecture 34 : Decision Tree Part 2 Video
  5. Lecture 35 : Decision Tree Part 3 Video

Week 8 :

  1. Lecture 36 : Binary Logistic Regression Video
  2. Lecture 37 : Multinomial Logistic Regression Video
  3. Lecture 38 : k-Nearest Neighbours(k-NN) Video
  4. Lecture 39 : Support Vector Machine(SVM) Video
  5. Lecture 40 : Semi-Supervised Learning Video

Week 9 :

  1. Lecture 41 : Clustering Part 1 Video
  2. Lecture 42 : Clustering Part 2 Video
  3. Lecture 43 : Clustering Part 3 Video
  4. Lecture 44 : Association Rule Learning Video
  5. Lecture 45 : Dimensionality reduction and feature extraction Video

Week 10 :

  1. Lecture 46 : Neural Networks Video
  2. Lecture 47 : Deep Learning Video
  3. Lecture 48 : Convolutional Neural Networks(CNNs) Video
  4. Lecture 49 : Recurrent Neural Networks(RNN) & Long Short-Term Memory (LSTM) Video
  5. Lecture 50 : Reinforcement Learning Video

Week 11 :

  1. Lecture 51 : Introduction to IoT Video
  2. Lecture 52 : IoT System Architecture Part 1 Video
  3. Lecture 53 : IoT System Architecture Part 2 Video
  4. Lecture 54 : Building with Arduino Part 1 Video
  5. Lecture 55 : Building with Arduino Part 2 Video

Week 12 :

  1. Lecture 56 : IoT Systems Video
  2. Lecture 57 : Querying with GIS Video
  3. Lecture 58 : Geospatial Analysis Part 1 Video
  4. Lecture 59 : Geospatial Analysis Part 2 Video
  5. Lecture 60 : Geospatial Analysis Part 3 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Architecture
Teacher
Prof. Debapratim Pandit
Level
Undergraduate
Language
English
Subjects
Art, architecture and design
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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