Machine Learning Lab(2023-24)

Welcome to the course

Week0: Introduction to google colab
Colab Markdown: Introduction to Markdown
Google colab: FAQs
Mounting Google drive in colab: from google.colab import drive
drive.mount('/googledrive')
Data Sets Resources : Google public data sets , Kaggle Data sets, Data Hub.io, KDnuggets , UCI Machine Learning, Yoga Pose classification , For more

Date	Topic	Resource	Evaluation	Feedback
20/12/2023	Introuction to Numpy (Numerical Python Library)	BasicTutorial
30/12/2023	Introuction to Pandas Library	Userguide	HousingPriceDS
30/12/2023	Matplotlib Library	Plot types
31/12/2023	Exploratory Data Analysis Task	Task
03/01/2024	Exploratory Data Analysis Test	DataSet	Submit
07/01/2024	Decision Tree Task	Task DataSet	Submit
20/01/2024	Regression Tree Task	Task
24/01/2024	Decision Tree Test	Lenses MONK'sProblem Breast cancer Car Evaluation	Submit
24/01/2024	Regression Tree Test	Solar Flare
31/01/2024	Perceptron	fab,fabcd data sets	Submit
07/02/2024	Linear Regression using Neural Networks	CGPAtoPercentage	Submit
14/02/2024	Forward Pass of Neural Networks	ForwardPass DataSet	Submit
21/02/2024	Back propagation Algorithm	Back Propagation DataSet

Internal Exam : Data set generation Submit
Internal Exam : Model Submit

Introduction to Python Programming(2023-24)

Resources:

• Python3 Tutorial
• Python for Everbody
• Basics of Python
• Skill Test

Date	Topic	Practice	Contests
07/08/2023	Introduction to Python
09/08/2023
16/08/2023
21/08/2023
23/08/2023			Numbersandloops
13/09/2023
20/09/2023	Object oriented programming with Python
25/09/2023	Tutorial Problems

Compiler Design (2023-24)

• Compiler Engineer Career discussion in LLVM Social Bangalore
• Lexical Analysis
• Parsing
• Syntax Directed Translation
• Intermediate Code generation
• Code Optimization
• Available Expression Analysis and Live Variable Analysis( Slides 3 to 15 and Slides 39 to 48, number on top right)
• Run time environment
• Target Code generation
• AssignmentSubmissionLink

Compiler Design Lab (2023-24)

• TinyC description
• We will be using SLY (Sly Lex Yacc) for designing compiler of TinyC
• David Beazley talk on PLY/SLY
• Level2 Details
• First Phase record Submit RollNo.pdf file and Deadline is 30/09/2023 12.00 Noon
• Lisp Expression To C Expression Vice-Versa Code ( special class on 06/11/2023)
• IntermediateCodeSample code

Date	Resource	Evaluation	Feedback
02/08/2023	gccOptions
09/08/2023	sly Lexer practice Lexical analyzer for Level1 of TinyC Level1 Description
16/08/2023	sly Parser practice Calculator using Lexer & Parser
23/08/2023	sly Praser more examples Level1 Grammar
30/08/2023	Parser for Level1 of TinyC ASTclassdefinC++ DatastructuresinPython
13/09/2023	AST for Level1 of TinyC
20/09/2023	AST for Level1 of TinyC
27/09/2023	TargetCode for Level1 of TinyC CommandlineOptionsOfCompiler MIPSInstructionSet
04/10/2023	Lab Internal Examination
11/10/2023	IntermediateCode for Level2 of TinyC
18/10/2023	TargetCode for Level2 of TinyC
01/11/2023	IntermediateCode for Level3 of TinyC
08/11/2023	IntermediateCode for Level3 of TinyC
15/11/2023	Targetcode for Level3 of TinyC

Formal Languages and Automata Theory (2022-23)

Examinations

Date	Exam	Key
29/03/2023	Quiz-I	QKey
29/03/2023	MID-I	MKey

Assignment : Click

Machine Learning Lab (2022-23) (R20)

Welcome to the course

Week0: Introduction to google colab
Colab Markdown: Introduction to Markdown
Google colab: FAQs

Date	Topic	Resource	Evaluation	Feedback
19/12/2022	Data Acquisition and Data Exploration
26/12/2022	Simple Linear Regression
02/01/2023	K-nearest neighbour
09/01/2023	Decision Tree classifier
21/01/2023	Perceptron for boolean functions
23/01/2023	simple neuron for regression
30/01/2023	Back propagation
13/02/2023	Bayes classifier

Internal Examination Submission : Submit
External Examination Submission : Submit

Machine Learning 2022-23 (R20)

18/12/22 : Welcome to the course

Date	Topic	Material
20/12/2022	Introduction	Slides 11 to 21
23/12/2022	Simple Linear Regression	Slides 2 to 13
27/12/2022	Concept Learning, Find-S	Slides 1 to 9
30/12/2022	K-Nearest Neighbour
03/01/2023	Version Spaces and Candidate elimination	Slides 10 to 24
06/01/2023	Decision Tree Learning	Slides 1 to 9
10/01/2023	Decision Tree Learning(contd)	Slides 10 to 29
13/01/2023	Preceptron Learning	Slides 2 to 14
17/01/2023	Back Propagation	Derivation
20/01/2023	Back Propagation(Contd)
24/01/2023	Back Propagation(Contd)
27/01/2023	Bayes classifier
31/01/2023	Naive Bayes Classifier
03/02/2023	Bayesian Belief Networks
07/02/2023	Bayesian Belief Networks(Contd)
10/02/2023	Radial Basis Function Network(RBFN)
14/02/2023	Genetic Algorithm
17/02/2023	Genetic Algorithms(Contd)
21/02/2023	Reinforcement Learning
24/02/2023	Reinforcement Learning(Contd)
28/02/2023	Confidence Intervals
03/03/2023	Comparing Learning Algorithms
07/03/2023	EM Algorithm
10/03/2023	EM Algorithm(Contd)
14/03/2023	Computational Learning Theory
17/03/2023	Student Presentations
21/03/2023	Student Presentations
24/03/2023	Student Presentations

Assignment-1

Topic	List Of Students	SubmittedFile
Activation Functions	Manasa, Harika, Sainath, Lokesh	Slides ,Code
Web Scraping	Anusha, Spandana
Partial grading of Programming Assignments	Jayanth, Jayasri
Checkers game Data preparation	Jaswanth, Harshini, Aditya
Cricket Score predictor Data preparation	SaiTeja, Ishak, Dileep