DATA & AI CAREER PREPARATION
Structured handbooks, practice workbooks and detailed solutions for your next step in Data & AI.
A clear learning path. At your own pace.
See how the three resources work together
Find the path that fits your goal
MAKE IT YOURS
Pick a path. Find your starting point.
DATA SCIENCE & GENERATIVE AI
Data Scientist & Gen AI Interview Kit
MORE THAN SOMETHING TO READ
Three resources. One connected learning loop.
Understand the concepts with clear explanations and examples.
Build your foundation
Put your knowledge to work with topic-wise interview questions.
Think it through yourself
Check your approach with detailed answers and explanations.
Connect the dotsData Scientist & Gen AI kit artwork shown. Resources are digital; no physical books are shipped.
PREPARE WITH CLARITY
Concepts, questions and answers together.
Work through one topic at a time.
A LITTLE MORE CLARITY
Before you start your next chapter.
Ask us a questionChoose Data Analyst for analytics and BI, Data Scientist for statistics, machine learning and Gen AI, or ML Engineer for model building and deployment. The All-in-One Combo brings Data Science, Gen AI and ML Engineering together. Use the career selector above to explore each kit.
Kits combine comprehensive handbooks, practice workbooks and solution manuals. Subjects and resource counts vary by kit. Open “View kit details” to see the selected kit’s overview.
These are digital learning resources. Handbooks and solutions are PDFs, with practice workbooks in document format. The book images illustrate the materials; physical books are not shipped.
This homepage currently lets you explore and compare kits. Checkout and digital delivery are not available on this version yet. For help with an existing purchase, email learnlytics.handbook@gmail.com.
These kits are designed for self-paced study using written materials and practice questions. The guide videos explain how to choose and use a kit. Interview preparation takes practice; the kits do not guarantee a job or placement.
A complete preparation system.
BUILT FOR YOUR NEXT CHAPTER
Build your foundations. Practise with purpose. Prepare for Data Science & Gen AI interviews with a connected set of handbooks, workbooks and detailed solutions.
Explore all 7 modulesRazorpay
START HERE
A CONNECTED LEARNING SYSTEM
20 guides to build
your understanding
3,680+ questions
to put it into practice
20 manuals with
detailed explanations
TAKE A CLOSER LOOK
An actual page from the LearnLytics EDA handbook.
PREPARATION WITH A PURPOSE
Practise explaining your reasoning, not just recalling a definition.
Understand the approach behind an answer and revisit your gaps.
Connect core data science with LLMs and AI-assisted workflows.
Follow matching handbooks, practice questions and solutions.
From the fundamentals to building with LLMs. Open a module to explore each part.
Each part includes a handbook, practice workbook and solution manual.
FIND YOUR FIT
Start with your goal. Find the path that fits.
LET’S TALK IT THROUGH
Questions about the kit or your learning path?
Reach out to the LearnLytics team.
BUILD YOUR TECHNICAL TOOLKIT
7 modules. One structured path towards Data Science & Gen AI.
A complete preparation system.
ONE KIT. A BROADER LEARNING PATH.
Build your foundations. Practise with purpose. Prepare for Data Science, Gen AI & ML Engineering interviews with a connected set of handbooks, workbooks and detailed solutions.
Explore all 9 modulesRazorpay
START HERE
A CONNECTED LEARNING SYSTEM
24 guides to build
your understanding
4,500+ questions
to put it into practice
24 manuals with
detailed explanations
TAKE A CLOSER LOOK
An actual page from the LearnLytics EDA handbook.
PREPARATION WITH A PURPOSE
Practise explaining your reasoning, not just recalling a definition.
Understand the approach behind an answer and revisit your gaps.
Connect Data Science, Generative AI, MLOps and clear communication in one path.
Follow matching handbooks, practice questions and solutions.
From core foundations to Generative AI, MLOps and business communication. Open a module to explore each part.
Each part includes a handbook, practice workbook and solution manual.
FIND YOUR FIT
Start with your goal. Find the path that fits.
LET’S TALK IT THROUGH
Questions about the kit or your learning path?
Reach out to the LearnLytics team.
BUILD YOUR TECHNICAL TOOLKIT
9 modules. Data Science, Gen AI & ML Engineering, with the bonus Data Analytics kit.
A complete preparation system.
FROM FOUNDATIONS TO PRODUCTION
Build your foundations. Practise with purpose. Prepare for Machine Learning Engineer interviews with a connected set of handbooks, workbooks and detailed solutions.
Explore all 7 modulesRazorpay
START HERE
A CONNECTED LEARNING SYSTEM
20 guides to build
your understanding
3,680+ questions
to put it into practice
20 manuals with
detailed explanations
TAKE A CLOSER LOOK
An actual page from the LearnLytics EDA handbook.
PREPARATION WITH A PURPOSE
Practise explaining your reasoning, not just recalling a definition.
Understand the approach behind an answer and revisit your gaps.
Connect ML foundations with model deployment, monitoring and production operations.
Follow matching handbooks, practice questions and solutions.
From core foundations to model deployment and MLOps. Open a module to explore each part.
Each part includes a handbook, practice workbook and solution manual.
FIND YOUR FIT
Start with your goal. Find the path that fits.
LET’S TALK IT THROUGH
Questions about the kit or your learning path?
Reach out to the LearnLytics team.
BUILD YOUR TECHNICAL TOOLKIT
7 modules. One structured path from ML foundations to deployment.
A complete preparation system.
BUILT FOR YOUR NEXT CHAPTER
Build your analytics foundations. Prepare with 1,300+ technical and 900+ scenario-based interview questions, supported by connected handbooks, practice workbooks and detailed solutions.
Explore all 8 modulesRazorpay
START HERE
A CONNECTED LEARNING SYSTEM
8 handbooks to build
your understanding
2,200+ questions
to put it into practice
8 manuals with
detailed explanations
TAKE A CLOSER LOOK
An actual page from the LearnLytics EDA handbook.
PREPARATION WITH A PURPOSE
Practise explaining your reasoning, not just recalling a definition.
Understand the approach behind an answer and revisit your gaps.
Connect SQL, spreadsheets and dashboards with AI-assisted analytics.
Follow matching handbooks, practice questions and solutions.
From statistical foundations to dashboards and AI-era analytics. Open a module to explore its units and topics.
Each module includes a handbook, practice workbook and solution manual.
FIND YOUR FIT
Start with your goal. Find the path that fits.
LET’S TALK IT THROUGH
Questions about the kit or your learning path?
Reach out to the LearnLytics team.
BUILD YOUR TECHNICAL TOOLKIT
8 modules. One structured path towards Data Analytics & BI.
We build structured paths to job readiness—connecting clear concepts, practical application and interview preparation.
LearnLytics helps learners build practical skills in Data Analytics, Business Intelligence, Data Science, Machine Learning, Data Engineering, AI and Generative AI.
Explore the learning kits“I can use it, explain it, solve problems with it, and answer questions about it in an interview.”From understanding to capability.
The internet has plenty of tutorials, videos, notes and PDFs. What learners often need is structure: a clear understanding of what to learn next and how it connects to the work.
A definition is the beginning. Understanding grows when you can put a concept to work.
This philosophy shapes our handbooks, workbooks, question banks and study resources.
For important topics, our content is generally built around the questions you need to answer before using a concept professionally.
A clear explanation of the concept, without unnecessary complexity.
The problem it solves and why analysts, data scientists or engineers should care.
The underlying logic, mathematics, syntax, process or workflow.
Familiar situations that make technical ideas easier to understand and remember.
Practical application with tools such as SQL, Python, Excel, Power BI, ML libraries or AI workflows.
What the output means, how to read it and which decision should come next.
Common errors, edge cases, misunderstandings and interview traps to watch for.
Realistic business scenarios that answer: “Where would I actually use this?”
These are different skills. We connect learning material with topic-wise interview practice so you can work on both.
Where relevant, resources include concept and scenario questions, coding and analytical problems, business cases, practical exercises, detailed answers and solution manuals—with guidance on what the interviewer is testing.
Resources are organised around subjects, modules, topics, practice, projects and interview preparation. A Data Analyst’s learning journey, for example, should have a logical progression.
Modern data work goes beyond traditional tools. AI can help accelerate analysis, automate workflows, assist coding and support decision-making.
We continue to evolve our material around these changing industry requirements, helping learners build skills for modern data teams.
Our long-term vision is a structured learning environment where learners can build concepts, practise skills, solve real-world problems and attempt interview-style assessments.
It is the ecosystem we are working toward, with continuous improvement in job readiness at its heart.
That’s the outcome we build for—beyond finishing a PDF.
A LITTLE LEARNING. A NEW POSSIBILITY.
FreeTake your next step in Data & AI. Explore our free handbooks, build your foundations and get a feel for the LearnLytics learning style.
Explore handbooks, practice workbooks and detailed solutions together.
THEIR PREPARATION. THEIR WORDS.
From understanding a concept to explaining it with confidence. Read what learners have shared about their LearnLytics experience.
