Generative AIops Training Program

Vimal Daga

The World Record Holder, Founder at LinuxWorld & #13, Sr. Principal IT Consultant, TEDx Speaker & Philanthropist

He has been featured at:

What will you learn in the training?

1.1 Data Preprocessing
– Handling Imbalanced Data
– Feature Scaling and Normalization

1.2 Data Transformation and Reduction
– Principal Component Analysis (PCA)
– Feature Engineering

1.3 Data Visualization and Exploratory Data Analysis (EDA)
– Techniques for EDA
– Visualizing Distributions and Relationships

1.4 Classification and Clustering
– Supervised vs Unsupervised Learning
– Key Algorithms and Use Cases

1.5 Regression Models
– Linear and Non-linear Regression
– Model Evaluation Metrics

1.6 Model Tuning and Performance Analytics
– Hyperparameter Tuning
– Cross-validation Techniques

2.1 Neural Networks
– Activation Functions and Loss Functions

2.2 Advanced Neural Networks
– Deep Neural Networks (DNN)
– Optimization Techniques

2.3 Convolutional Neural Networks (CNN)
– Architecture of CNNs
– Applications in Image Processing

2.4 Recurrent Neural Networks (RNN)
– Understanding RNNs
– Time-Series Analysis

2.5 Long Short-Term Memory (LSTM)
– LSTM Architecture
– Applications in Sequential Data

2.6 Generative Adversarial Networks (GAN)
– GAN Architecture
– Training and Applications

2.7 Restricted Boltzmann Machines (RBM)
– Fundamentals of RBM
– Applications in Dimensionality Reduction

2.8 Autoencoders
– Architecture and Applications
– Variational Autoencoders

2.9 Transfer Learning
– Concept of Transfer Learning
– Practical Applications

2.10 Reinforcement Learning
– Basics of Reinforcement Learning
– Key Algorithms

3.1 Numpy
– Introduction to Numpy
– Array operations and manipulations

3.2 Pandas
– DataFrames and Series
– Data Cleaning and Transformation
– Handling Missing Data

3.3 Matplotlib
– Basic plotting with Matplotlib
– Customizing plots

3.4 Seaborn
– Statistical Data Visualization
– Advanced plotting with Seaborn

4.1 PyTorch
– Tensors and Automatic Differentiation

5.1 Text Generation and Processing
– Natural Language Processing (NLP)
– Text Analytics with NLP Models

5.2 Speech Analytics
– Speech Recognition and Synthesis
– Applications in Voice Assistants

5.3 Generating Images and Videos
– Techniques for Image Generation
– Video Synthesis

5.4 Code Generation
– Generating Code with AI
– Use Cases in Software Development

5.5 Simulation and Data Synthesis
– Simulating Real-world Scenarios
– Generating Synthetic Data for Training

6.1 Model Deployment Strategies
– Deployment Techniques
– Serving Models in Production

6.2 Scalability and Performance
– Scaling Machine Learning Models
– Optimizing for Performance

6.3 Association Mining and Recommendation Systems
– Building Recommendation Engines
– Techniques for Association Rule Mining

7.1 AWS AI Services
– Amazon Rekognition (Image and Video Analysis)
– Amazon Comprehend (Natural Language Processing)
– Amazon Transcribe (Speech-to-Text)
– Amazon Forecast (Time Series Forecasting)
– Amazon Personalize (Personalization and Recommendation)
– Amazon Lex (Conversational Interfaces)
– Amazon Fraud Detector (Fraud Detection)
– Amazon Translate (Language Translation)
– Amazon Polly (Text-to-Speech)

8.1 Pipeline as Code
– CI/CD Pipelines
– Automation Tools

8.2 Containerization with Docker and Podman
– Containerization Concepts
– Using Docker and Podman for AI Ops

8.3 Orchestration with Kubernetes and Openshift
– Kubernetes Basics
– Managing Containers with Openshift

8.4 Continuous Integration/Continuous Deployment (CI/CD) with Jenkins
– Setting up Jenkins Pipelines
– Integrating Jenkins with AI Ops

The Rise of AI and DEVOps

By 2025 100% of enterprises will be leveraging AI
The application of AI is expected to generate 97 million new jobs by 2025
DEVOps specialists command top salaries with packages reaching up to ₹1 crore
The DEVOps market is projected to reach US$4 billion by 2025

Who is this training for?

Working IT Professionals
Freshers aspiring for an IT role
College pursuing students
Managers & Team Leaders
Technical Co-Founders
College HOD & Professors
Anyone willing to start & pursue career in Cloud domain

Know Your Mentor

None of the technologies is complex since created by human beings. Hence, anyone can learn it and create something new.

#13 proudly presents Vimal Daga as the mentor for this program

A world record holder, Mr. Vimal Daga is a Technologist, Philanthropist & A TEDx Speaker who is dedicatedly working atowards his vision- “Awakening the youth through a culture of right education”.

He is the first one in the world to become “RedHat Certified Architect Level 25 along with Enterprise Application Level 10”. Companies benefited from his 19+ years of experience.

He has expertise in multitude of latest and high-end technologies namely Machine Learning, Deep Learning, Delphix, AppDynamics, Docker, DevOps, Cloud Computing, AWS, and many more.

Vimal's Journey
From humble beginnings to winning learners' hearts across the globe

With the expertise to deliver any technology in an easy way and a heart to share his knowledge, Vimal Daga is a self-made IT enthusiast. He is meticulous about researching the skills needed for the future and making them available for the entrepreneurs & professionals of tomorrow. The masterly IT consultant has changed the lives of many students with his inspiring teachings. 

You can be the next!

Stepping Stones of Vimal’s vision: 

Vimal Daga, in his near 20 years of experience has earned many laurels. To mention a few:

  • Became Young Entrepreneur 
  • A TedX speaker
  • Trained more than 3,50,000+ students for free
  • Two-time world record holder
  • Fastest achiever of 11 AWS global certifications (in 11 days)
  • Highest RHCA level holder (25th level with 10th level EA)
  • Creating 100s and more of entrepreneurs through his trainings

Frequently Asked Questions

Date – 28th / 1st July, 2024 onwards

Duration : 24 hours

The program will be delivered LIVE, providing full interactive opportunities to participants for sustainable learning.

Yes, we do provide the access to the material which was covered in the training for your future reference for limited time span

We start from the very basics, so no previous knowledge is required

Yes DEFINITELY..You will be added to a community where technical support team members will answer your queries for 60 days from the completion of the program.

Our alumni works at: