AI & ML – CodeChef Certified
A 6-month immersive program in Artificial Intelligence and Machine Learning, designed in collaboration with CodeChef. Covers core AI/ML concepts, real-world use cases, and 12 industry-grade projects. Ideal for developers and professionals looking to break into the AI industry.
₹50000.00
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Course Overview
Schedule of Classes
Course Curriculum
1 Subject
AI/ML (MAL)
126 Learning Materials
Module - 1 : Python Foundation : SET 1
PYTHON AND PYCHARM INSTALLATION
INTRODUCTION TO PYTHON
IDENTIFIERS, KEYWORD, DATATYPES AND OPERATORS
OPERATORS
CONDITIONAL STATEMENTS
Slot Booking
SET 2
MULTIPLE CONDITIONS AND SIMPLE CALCULATOR
MULTIPLE CONDITIONS
LOOPING - FOR LOOPS
FOR LOOP - QUESTIONS
FOR AND WHILE LOOP
WHILE LOOP - QUESTIONS
CONDITIONAL STATEMENTS AND SIMPLE CALCULATOR PROGRAM
LOOP CONTROL STATEMENTS
Slot Booking
SET 3
WHILE LOOP AND PATTERN PRINTING
PATTERNS
STRINGS, INDEXING & SLICING
BUILT IN FUNCTIONS IN DATA COLLECTION
BUILT IN FUNCTIONS IN PYTHON LIST
Slot Booking
SET 4
FUNCTIONS
MODULES
FILE HANDLING
Slot Booking
SET 5
EXCEPTION HANDLING
LISTS
DICTIONARIES AND SETS
MULTIPLE CONDITIONS
NUMPY PANDAS
Slot Booking
Module - 2: ML Algorithms and Techniques : SET 6
Introduction to AI & ML
LOGISTIC REGRESSION
Decision Trees
Random Forest
Slot Booking
SET 7
Introduction to AI & ML
LOGISTIC REGRESSION
Decision Trees
Random Forest
Slot Booking
SET 8
KNN Neighbors
Unsupervised Learning
Hierarchical Clustering
PCA
Slot Booking
SET 9
ANN
Feed Forward Neural Networks
Training in Perceptrons
Cost function
Slot Booking
SET 10
Mean Squared Error
TensorFlow
PyTorch
Slot Booking
SET 11
Titanic Survival Prediction
Titanic Survival Prediction Problem
Titanic Survival Prediction Final Part
Titanic Survival Prediction 2
Slot Booking
Module - 3: Natural Language Processing : SET 12
NLP01
NLP02
NLP03
Slot Booking
SET 13
NLP04 _Stemming
NLP -05 lemmatization
NLP06 POS Tagging Name entity recognitions
Slot Booking
SET 14
NLP 07-SENTIMENT ANALYSIS-PROJECT
NLP 08- BOW AND TFIDF.
Slot Booking
SET 15
NLP-09 WORD EMBEDDING WORD2VEC
NLP-10 GLOVE FASTTEXT
Slot Booking
Module - 4: Computer Vision : SET 16
part 1
SET 17
part 2
Part 3
Part 4
SET 18
Introduction To CNN
CNN PART 1
CNN OPERATIONS PART 2
CNN OPERATIONS PART 3
Pooling
CNN
CVfinal
SET 19
Transfer Learning and Resnet
Notes
SET 20
Image Classification using ResNet-18 Pretrained
SET 21
Object detection why classification is not en
Notes
SET 22
YOLO Architecture Deep Dive
Notes
SET 23
Object detetion using yolo and deepsort 2
Notes
Module 5 : Generative AI : SET 24
Introduction to Generative AI and Its Applications
Notes
SET 25
what are gans using cases and intitution
Notes
SET 26
Implementing a simple GAN Using Pytorch Hands-on
Notes
SET 27
Introduction to Prompt Engineering
SET 28
Introduction to RNNS
Notes
SET 29
Introduction of LSTM
Notes
SET 30
Introduction of LLMs
Notes
SET 31
LLAMA and open source LLMS
Notes
SET 32
LSTM Handson using pytorch
SET 33
GPT
Notes
Module 6 : Data Analysis : SET 34
Types of Data Analytics
SET 35
Types of Data
SET 36
Data Collection Methods
SET 37
Handling Missing Data
SET 38
Dealing with Outliers and Anomalies
SET 39
Data Normalizing and Scaling Techniques
SET 40
Introduction : Exploratory Data Analysis (EDA)
SET 41
Descriptive Statistics in Python
SET 42
Data Visualization with Matplotlib & Seaborn
SET 43
Correlation Analysis and Heatmaps
SET 44
Creating Pair Plots and Box Plots
SET 45
Introduction to Data Profiling and Data Quality
SET 46
Data Visualization Power Bi & Tableow
Notes
Course Instructor
Academy Admin
28 Courses • 143 Students
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