Ek Kendra for Data Science

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My Philosophy behind this Blog

More than just teaching and helping others, this place serves as my platform for self-expression. The thousands of articles across various blog categories here are my way of communicating with the world and reminding myself of how far I have traveled and what more I need to explore.

This is the place to learn everything about Data Science, Data Engineering, Data Analytics, EDA, AI, Machine Learning, Deep Learning, LLM, RAG, GAN, NLP, RL and much more. This blog draws from my three decades of experience in Data Science, Project Management, AI/ML, IT Technology, Software Development, Process Automation, and Business Analytics across diverse domains such as Logistics, BFSI, Health, Education, Staffing, and NGOs. I have held various roles, including Programmer, Architect, Business Analyst, Data Analyst, Product Manager, Project Manager, Program Manager, Delivery Head, Trainer, Coach, Consultant, and Mentor, in different companies. These experiences have given me a deep understanding of businesses and how technology can help them make better and timely decisions to maximize stakeholder engagement and drive more business.

In my experience, making business decisions while ignoring key factors is like trying to see the world with one eye. Technology itself is meaningless if it does not improve human well-being. We technocrats are not in the marketplace to show off what we can do. Instead, we are here to reduce your suffering and pain, decrease your costs, and enhance your joy by saving time, effort, and money.

Therefore technologies should be developed keeping following in mind.

  • Technical capabilities of the organization
  • Market competition
  • Future growth
  • Current business need
  • Project budget
  • Time to respond
  • Well-defined business requirements

About data science I think, sometimes data is dying in the harddisk in dark storeroom, othertimes data it is screaming before us. But we don't want to listen other than what we like. Dying without water is one problem but dying/struggling at the bank of river is problem of many organizations. Time has come when organization need to bring their data value to their balancesheets and use this assets otherwise its is liablity to maintain those storage devices.

AI is great and it is changing everything in and around our businesses, but we need to ask the project in hand is AI project or simple process automation. Due diligence to apply AI technologies is a must. Don't ask questions like how AI can help our business, or what AI tool can be used. It is like putting cart before the horse. Business does not run for technology but technology should help us doing business in efficient way. Therefore ask the question, can we do better using existing resources, technologies and processes? What is the meaning of better for us? The definition of better may be

  • Reducing cost
  • Improving efficiency
  • Reducing time to market
  • Improving customer satisfaction
  • Or any other metrics which is important to your team, department, organization or business vertical.

About Data Science Project I think, AI is also software, but AI projects are not like typical software project. They have completely different pipelines and project lifecycle, and hence need different methodologies and tools to manage AI projects.

  • Reducing cost
  • Reducing time
  • Improving quality
  • Improving customer experience
  • Reducing turnaround time
  • Reducing waste
  • Removing last moment surprises
  • Improving compliance
  • Improving brand value
  • Increasing sales
  • Or any other metrics which is important to your team, department, organization or business vertical.

About Data Science Project I think, AI is also software, but AI projects are not like typical software project. They have completely different pipelines and project lifecycle, and hence need different methodologies and tools to manage AI projects.

The way I live in this world.

  • Philosophy connects me to Self,
  • Management connects me to the stakeholders around,
  • Technology helps creating solution for myself and people around.
  • Before becoming the change agent, first uncluttered your own mind and space around.

Welcome to my Data Science/AI Blog

MLOps Tools

10 min read

MLOps Tools MLOps (Machine Learning Operations) is a set of practices and tools designed to st...

August 13, 2024

AI Usecases in Cybersecurity

6 min read

AI Usecases in Cybersecurity AI in Cyber Security, Ethics Related Challenges and Usecases AI ...

August 7, 2024

LLM Skills and Human Skills

5 min read

LLM Skills and Human Skills What is skill? A skill is the ability to perform a task or activi...

August 4, 2024

LLM Architecture and Training

14 min read

Understanding LLM Architectures and Model Training Large Language Models (LLMs) are transformi...

August 4, 2024

Why to Finetune LLM?

15 min read

Finetuning, Fewshot Learning, Why and How? Why to finetune a LLM? Fine-tuning a large languag...

July 28, 2024 NLP, NLU, LLM

Software Security Concepts

10 min read

Software Security Concepts As of today, this article is answering following questions related ...

July 27, 2024

Stanford Alpaca

6 min read

Stanford Alpaca Introduction Stanford Alpaca Github Report Stanford Alpaca is An “Instruct...

July 27, 2024

Serverless databases

3 min read

Serverless databases A serverless database is a type of database service that automatically ma...

July 23, 2024

AI in Health Care

8 min read

AI in Health Care Human health is paramount for inviduals, governments, hospitals and other re...

July 22, 2024

All about Hashing

8 min read

All about Hashing What is Hashing function? A hashing function is a mathematical algorithm tha...

July 11, 2024

Creating Docker Image

6 min read

Creating Docker Image What is Docker? Docker is an open platform for developing, shipping, ...

July 10, 2024

REST API

14 min read

REST API An API (Application Programming Interface) is a set of rules and protocols that allow...

July 4, 2024

NLP BenchMarks

8 min read

NLP BenchMarks What is Language Model? A language model is a computational model that understa...

July 3, 2024

Decoding Windows User Folder

6 min read

Decoding Windows User Folder My machine c:\users folder has 3 users Detault, harip, public. Wh...

June 30, 2024

Decoding docker commands

29 min read

Decoding docker commands Is this article for me? If you are coming from IT Infrastructure back...

June 28, 2024

Graph of Thoughts

2 min read

Graph of Thoughts This is a valuable resource for learning Graph of Thoughts (GoT) concepts. T...

November 11, 2023 NLP, NLU, LLM

What is LLM

20 min read

What is Large Language Model Introduction LLM stands for Large Language Model. It is a type of...

August 18, 2023 LLM, GPT, BERT

What is CAPTCHA?

1 min read

What is CAPTCHA? CAPTCHA stands for “Completely Automated Public Turing test to tell Computers...

July 3, 2023 Glossary

Linux OS Directories

4 min read

Linux OS Directories Linux OS Folders and the purpose. Introduction: Linux is a widely used ...

April 26, 2023 Linux

Books on Conciousness

52 min read

Books on Conciousness Introduction If you are from the software industry and especially in a ...

February 6, 2023 NLP, BOOKS

Responsible AI

4 min read

Responsible AI Introduction: Artificial Intelligence (AI) is rapidly transforming the way we ...

February 3, 2023 AI Ethics

Type of Databases

9 min read

What are the various types of databases? Introduction In the 21st Century, Data is the real o...

January 25, 2023 Database

What is GAN?

5 min read

What is GAN? What is GAN (Generative Adversarial Network)? Generative adversarial networks (GA...

January 17, 2023 NLP

What is NLP?

12 min read

What is NLP? Humans interact with their surroundings using different kinds of inputs. Eyes deal...

December 19, 2022 Machine Learning

What is XAI?

4 min read

What is XAI? XAI in Simple Language! The disciple of Data Science and AI has brought many ter...

May 15, 2020 XAI, Explainable AI

To have one-on-one coaching, counselling, mentoring session with me, you can reach me via buymeacofee (BMC) link. I conduct sessions on Data Science, AI Technologies and Project Management. 30 min life coaching sessions are free.

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