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Course11110590260 lectures

Software Reliability

Prof. Subhashis Chatterjee · IIT-ISM Dhanbad

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Lecture 01 : Introduction to Probability Video
  2. Lecture 02 : Probability Distributions Video
  3. Lecture 03 : Probability Distributions & Stochastic Process Video
  4. Lecture 04 : Parameter Estimation & Software Engineering Video
  5. Lecture 05 : Software life cycle Model & Concepts of Software Engineering Video

Week 2

  1. Lecture 6 : Moduler Design Video
  2. Lecture 7 : Reliability Theory and its Measures. Video
  3. Lecture 8 : Reliability measures and System Confugaration. Video
  4. Lecture 9 : Redundancy in Reliabity Video
  5. Lecture 10 :Introduction to Software Reliability Video

Week 3

  1. Lecture 11 : Software Reliability Measures & Reliability Model Classifications Video
  2. Lecture 12 : Time between Failure Model Video
  3. Lecture 13 : Fault Seeding Modela nd Input Domain Based Model Video
  4. Lecture 14 : Fault Count Models Video
  5. Lecture 15 : Markov Models Video

Week 4

  1. Lecture 16 : Different Parameters of Musa Execution Time Model and Their Uses Video
  2. Lecture 17 : Learning Parameter-based Models Video
  3. Lecture 18 : Models with Fault Dependency and Debugging Time-lag Video
  4. Lecture 19 : Models with Testing Effort Function Video
  5. Lecture 20 : Models with Fault Detection, Correction, and Imperfect Debugging Process Video

Week 5

  1. Lecture 21 : Important Imperfect Debugging Models Video
  2. Lecture 22 : Test Coverage Model Video
  3. Lecture 23 : Discrete Software Reliability Growth Models Video
  4. Lecture 24 : Change Point-Based Reliability Models Video
  5. Lecture 25 : Stochastic Software Reliability Models Video

Week 6

  1. Lecture 26 : Random Environmental Effect Model Video
  2. Lecture 27 : Multi Release Software System Video
  3. Lecture 28 : Software Scheduling Video
  4. Lecture 29 : Software Release Time Analysis Video
  5. Lecture 30 : Software Reliability In N Version Programming Video

Week 7

  1. Lecture 31 : Time Series based Software Reliability Modesl Video
  2. Lecture 32 : Important Time Series Based SRGMs Video
  3. Lecture 33 : Introduction to Fuzzy Set Theory Video
  4. Lecture 34 : Fuzzy Inference Theorem Video
  5. Lecture 35 : Soft Computing-Based Optimization Techniques Video

Week : 08

  1. Lecture 36 : Introduction to Machine Learning Techniques Video
  2. Lecture 37 : Some Supervised Machine Learning Models Video
  3. Lecture 38 : Deep Learning Techniques Video
  4. Lecture 39 : Some Classification Techniques Video
  5. Lecture 40 : Unsupervised Machine Learning Models Video

Week : 09

  1. Lecture 41 : Neural Network and Deep Learning-based Reliability Models Video
  2. Lecture 42 : Early Phase Software Metrics Video
  3. Lecture 43 : Early Phase Fault Prediction Video
  4. Lecture 44 : Fault Prone Module Classification Models Video
  5. Lecture 45 : Deep Learning Models for Module Classification Video

Week : 10

  1. Lecture 46 : Hybrid Software Classification Models Video
  2. Lecture 47 : Imbalance Learning Models Video
  3. Lecture 48 : Transfer Learning-Based Models Video
  4. Lecture 49 : Unsupervised and Semi-Supervised Fault Prone Module Classification Models Video
  5. Lecture 50 : Software Dependability Analysis Video

Week : 11

  1. Lecture 51 : Reqirement Phase Dependability Model Video
  2. Lecture 52 : Design Phase Dependability Model Video
  3. Lecture 53 : Tyupe-2 Fuzzy-based Dependability Model Video
  4. Lecture 54 : Hands-On to Minitab Video
  5. Lecture 55 : Dependability Model and MATLAB Introduction Video

Week : 12

  1. Lecture 56 : Software Aging and Rejuvenation Video
  2. Lecture 57 : Some Aging Models and Software Re-engineering Video
  3. Lecture 58 : Hands On Python Programming with Libraries Video
  4. Lecture 59 : Regression and Classification Models (Hands On) Video
  5. Lecture 60 : Hands-On With Some Machine Learning Models Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT-ISM Dhanbad
Department
Mathematics
Teacher
Prof. Subhashis Chatterjee
Level
Undergraduate
Language
English
Subjects
Mathematics
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. Coordinated by IIT Kharagpur.
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