Artificial Neural Network Lab detailed syllabus for Cloud Computing & Big Data (CC) for 2021 revision curriculum has been taken from the SITTTRs official website and presented for the Cloud Computing & Big Data (CC) students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below.
For Cloud Computing & Big Data 7th Sem scheme and its subjects, do visit Cloud Computing & Big Data (CC) 7th Sem 2021 regulation scheme. For Professional Elective-IV scheme and its subjects refer to Cloud Computing & Big Data (CC) Professional Elective-IV syllabus scheme. The detailed syllabus of artificial neural network lab is as follows.
Course Objectives:
- Exposure to the Artificial Neural Network (ANN) techniques
Course Outcomes:
On completion of the course, the student will be able to:
- Configure Development Environment setup
- Practice Data Preprocessing techniques
- Demonstrate Convolution Neural Network
- Experiment with pre trained Convolutional Neural Network models
Module 1:
Google Colab- Python Environments- Anaconda/Miniconda/Jupyter Notebook/Pytorch -Installation and configuration of IDE and required libraries. Python Libraries for Machine Learning- Numpy, Scikit Learn, Pandas, Matplotlib, Tensorflow, keras, NLTK, CV2, PIL
Module 2:
Read csv file- missing data handling, null data handling, removing irrelevant data, avoid duplication, scaling, standardization, normalization, dimensionality reduction Read image files- image preprocessing- resize, scale, crop, color change
Module 3:
Split data for training and testing, Feature scaling, standardization, Performance evaluation Example for problems- Sentiment analysis, Population prediction, Face detection, Hand written digit prediction, Dog-cat classification.
Module 4:
Confusion matrix, Accuracy, Recall, F1-Score
Reference Books:
- Deep Learning by Ian Goodfellow, Yoshuva Bengio and Aaron Courvile, The MIT Press
- Machine Learning by Tom Mitchell, McGraw-Hill Press, 1997
For detailed syllabus of all other subjects of Cloud Computing & Big Data, 2021 revision curriculum do visit Cloud Computing & Big Data (CC) 7th Sem subject syllabuses for 2021 revision.
To see the syllabus of all other branches of diploma 2021 revision curriculum do visit SITTTR diploma all branches syllabus..
To see the results of Cloud Computing & Big Data of diploma 2021 revision curriculum do visit SITTTR diploma results..
For all Cloud Computing & Big Data academic calendars, visit Cloud Computing & Big Data all semesters academic calendar direct link.