Overview
Course Description
The Tek-Z AWS course provides complete knowledge of AWS cloud services, including EC2, S3, Lambda, and more. Designed for IT professionals looking to upskill in cloud technology.
What you'll learn
- AWS architecture and core services
- Cloud storage, compute, and networking
- Security, IAM, and monitoring tools
- Deployment and automation in AWS
- Real-world cloud project implementation
Course Features:
- AWS lab-based training
- Real-time projects
- Lifetime course access
- Certification preparation
Course Content
Installation of Anaconda Prompt
Jupyter Notebook-An Overview
Shorcut Lkeys in Jupyter Notebook
Data Types in Python
Rules for Naming the Variables List, Tuple, Set, Dictionary
"Introduction to Files and directories Introduction to the command prompt or terminal paths"
"Text files Reading from a text file Opening a file using with'
If, else if and else condition.
For and While Loop
Machine Learning Libraries
Numpy-Hands on
"Pandas-Hands on"
Learn how to explore, visualize, and extract insights from data
Data Visualization
Matplotlib-Hands on
Seaborn hands on
You need to think statistically and to speak the language of your data
Measures of Central Tendency
Measures of Dispersion
IQR Statistics-Hands-On
Classification, Regression, Fine-tuning your model
Supervised Learning
Unsupervised Learning
Linear Regression
Metrics in Linear Regression Hands-on in Linear Regression
Logistic Regression
Metrics in Logistic Regression
Hands-on in Logistic Regression
Linear regression
Metrics for Linear regression
Introduction to Data Preprocessing Standardizing Data Exploratory Data Analysis
Missing Values Outliers
Standardization Mnormalization Feature Scaling and Selection
Decision Tree
Bagging
Boosting Random Forest
Neural Network & Project using data science packages,analysis,visualization, create model, extract pure data etc
NLTK
Spacy
Gensim
FastText
Huggingface,How does generative AI work?
Generative AI models
What are Dall-E, ChatGPT and Bard?
What are use cases for generative AI.