From Ambition to Data Scientist
Manjeet Pathak turned his ambition into achievement with Uncodemy's Data Science program. Through focused training in Python, machine learning, statistics, and analytics, he secured a 4.8 LPA offer as a Data Scientist at Scry Analytics, Noida.
Manjeet Pathak
Data Scientist
4.8 LPA
Salary Package
55
Days to Hire
Scry Analytics
Data Science & AI Firm
Top 6%
Cohort Ranking
The Pivot
Before the Program
- No formal training in programming or analytics tools.
- Uncertain about the right entry path into data science.
- Weak foundation in statistics, Python, and SQL.
- No hands-on projects or GitHub portfolio.
After the Program
- Fluent in Python, SQL, Pandas, and Scikit-learn workflows.
- Built multiple end-to-end ML projects with clean documentation.
- Cleared every interview round with structured, confident answers.
- Landed a full-time Data Scientist role at Scry Analytics.
The Learning Journey Timeline
Phase 1: Building the Base
Started with Python syntax, control flow, and core statistics. Practiced data cleaning and exploratory analysis using Pandas and NumPy on real datasets.
Phase 2: Applied Machine Learning
Moved into regression, classification, and clustering algorithms. Learned model evaluation, feature engineering, and hyperparameter tuning through guided projects.
Phase 3: Interview Readiness
Focused on SQL query practice, case-study discussions, resume refinement, and live mock interviews to build confidence for real hiring rounds.
Core Tech Stack Mastered
Capstone Project Mastery
Loan Default Risk Prediction
MACHINE LEARNINGA supervised classification project built to predict whether a loan applicant is likely to default, helping financial institutions make smarter lending decisions.
Working with an imbalanced financial dataset containing missing values, outliers, and mixed feature types that made accurate prediction challenging.
Performed comprehensive EDA, engineered risk-related features, trained Logistic Regression, Random Forest, and XGBoost models, and evaluated them using ROC-AUC, precision, and recall. Delivered a Power BI dashboard for business insights.
Performance Scorecard
Overcoming Challenges
Manjeet's biggest hurdle was bridging the gap between theory and practice. Concepts like bias-variance tradeoff and feature engineering felt abstract until he began building projects hands-on. Regular mentor sessions and daily coding practice helped him convert confusion into clarity, and by the final phase, he was confidently presenting complete ML pipelines to interviewers.
Interview Preparation Intensive
Mock Interviews
Participated in 12+ mock sessions covering Python, SQL, statistics, and ML concepts with detailed feedback after each round.
Resume Workshops
Redesigned his resume around project outcomes and quantifiable results, making it ATS-friendly and recruiter-ready.
Soft Skills Training
Learned to frame answers using the STAR technique and to explain complex ideas in simple, business-friendly language.
Interview & Placement Process
Online Assessment
Solved a timed test with Python, SQL, and basic statistics problems within a strict time limit.
Technical Round
Answered live coding and concept-based questions on data wrangling, model selection, and evaluation metrics.
Case Study
Walked the panel through a complete ML project — from problem framing to model deployment — with clear reasoning.
Managerial Round
Discussed teamwork, adaptability, and long-term career goals in an open conversation with the hiring manager.
The Offer
Scry Analytics
Data Scientist
Joining Scry Analytics in Noida as a Data Scientist, working with a leading data science and AI firm to build analytics-driven products and machine learning solutions.
Trajectory: The Ascent
Manjeet's compensation growth from his early roles to his current Data Scientist position at Scry Analytics, showing the steady climb that ended with a 4.8 LPA offer.
From Beginner to Data Scientist
- 1.2 LPA — Trainee / Intern
- 1.8 LPA — Junior Data Analyst
- 2.6 LPA — Analytics Associate
- 3.6 LPA — Data Analyst
- 4.8 LPA — Data Scientist at Scry Analytics
Trainer & Mentor Team
"Manjeet brought a rare blend of humility and hunger to every session. He asked sharp questions, revisited weak topics without ego, and treated every project like a real client deliverable. Watching him evolve from writing his first Python function to confidently defending a full ML pipeline in interviews has been deeply satisfying for our team."
- Mentor Panel, Uncodemy
"I walked in with doubts and walked out with an offer letter. The structured curriculum, honest mentor feedback, and real project work made all the difference. This program didn't just teach me data science — it gave me a career."
- Manjeet Pathak
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