Data Science Course in Lado Sarai

Complete Data Science Masters

Excel → ML → DL → Production Deployment

Topics Covered:

VLOOKUP/XLOOKUP/INDEX-MATCH, dynamic arrays
PivotTables, slicers, Power Query ETL
Text functions, data validation
Conditional formatting, dashboards

Topics Covered:

Variables, loops, functions, comprehensions
OOP, error handling, file I/O
SQLAlchemy + MySQL connector
Modules, lambda, decorators

Topics Covered:

CRUD + Joins + Window functions + CTEs
Normalization, indexes, EXPLAIN optimization
Stored procedures, triggers, transactions
Pagination + query performance

Topics Covered:

NumPy arrays, broadcasting, indexing
Pandas DataFrames, groupby, merge
Data cleaning: missing, outliers, duplicates
EDA: correlations, pivot tables

Topics Covered:

Matplotlib: subplots, customization
Seaborn: heatmaps, violin, pairplot
Pandas plotting, correlation matrices
Dashboard storytelling

Topics Covered:

Hypothesis testing, p-values, confidence intervals
Bias-variance tradeoff, overfitting diagnosis
Distributions, CLT, A/B testing
Regression + correlation analysis

Topics Covered:

Scaling, encoding, polynomial features
SMOTE, target encoding, imputation
Feature selection: RFE, Lasso, trees
Domain feature creation

Topics Covered:

K-fold CV, train/val/test splits
Regression: RMSE/MAE/R² metrics
Classification: ROC/F1/confusion matrix
Learning curves, baseline models

Topics Covered:

Linear/Ridge/Lasso regression
Decision Trees, Random Forest
XGBoost/LightGBM gradient boosting
Cross-validation tuning

Topics Covered:

Logistic regression, SVM, KNN
Tree ensembles, gradient boosting
Imbalanced: SMOTE, threshold tuning
ROC-AUC, PR curves

Topics Covered:

Grid/random search strategies
Bayesian optimization intro
Cross-validation with tuning
Avoiding validation overfitting

Topics Covered:

K-Means, elbow/silhouette method
Hierarchical clustering, dendrograms
DBSCAN density-based clustering
Gaussian Mixture Models

Topics Covered:

PCA principal component analysis
t-SNE, UMAP visualization
Isolation Forest anomalies
Z-score/IQR outlier detection

Topics Covered:

Perceptron, backpropagation, gradient descent
Feedforward networks, Keras/TensorFlow
Dropout, batch normalization
Loss functions, optimizers

Topics Covered:

CNN convolutions, pooling, filters
Image classification basics
LSTM/GRU sequence modeling
ARIMA + LSTM forecasting

Topics Covered:

Tokenization, TF-IDF, embeddings
Sentiment analysis, text classification
Stemming, lemmatization, stopwords
Word2Vec similarity concepts

Topics Covered:

Content-based filtering, cosine similarity
Collaborative filtering matrix factorization
Cold start solutions
Precision@K evaluation

Topics Covered:

FastAPI model serving, Docker containerization
Model serialization, MLflow tracking
CI/CD pipelines, GitHub Actions
Data drift monitoring

Topics Covered:

Dog Breed CNN, House Price Predictor
Customer Churn, Fraud Detection
Healthcare ML, ChatGPT Clone
Zomato + E-commerce systems

Want the Complete Course Details?

Download our comprehensive syllabus with detailed week-by-week breakdown, learning objectives, and project details.

Course Features & Benefits

Everything you need for a successful learning experience

Classroom-Based Learning

Learn in a focused, distraction-free classroom environment.

Expert Faculty Support

Get direct guidance from experienced and qualified trainers.

Hands-On Practical Training

Practice on real systems with live projects and exercises.

Dedicated Doubt Clearing

Ask questions face-to-face and get instant clarification.

Small Batch Size

Limited students per batch for personal attention.

Career & Job Assistance

Resume help, interview preparation, and job guidance after course completion.

Ready to Start Learning?

Follow Us

Master Data Science Engineering in Lado Sarai

Course Overview

From Zero to Data Scientist in 14 Months

What You'll Master

Why This 14-Month Program Wins

Production-First

8 Portfolio Projects

Job Guaranteed

Masters Faculty

Complete Data Science Masters

Module 1Excel MasteryAdvanced data analysis foundation

Excel Mastery

Topics Covered:

Module 2Python FundamentalsCore programming for data science

Python Fundamentals

Topics Covered:

Module 3SQL Database MasteryProduction database operations

SQL Database Mastery

Topics Covered:

Module 4Data Analysis ProNumPy + Pandas mastery

Data Analysis Pro

Topics Covered:

Module 5Python VisualizationPublication-ready charts

Python Visualization

Topics Covered:

Module 6Business StatisticsMath foundation for ML

Business Statistics

Topics Covered:

Module 7Feature EngineeringRaw data to ML-ready features

Feature Engineering

Topics Covered:

Module 8Model EvaluationMetrics + validation strategies

Model Evaluation

Topics Covered:

Module 9Regression ModelsSupervised learning foundation

Regression Models

Topics Covered:

Module 10Classification ModelsImbalanced + advanced classifiers

Classification Models

Topics Covered:

Module 11Hyperparameter TuningModel optimization techniques

Hyperparameter Tuning

Topics Covered:

Module 12Clustering AlgorithmsUnsupervised pattern discovery

Clustering Algorithms

Topics Covered:

Module 13Dimensionality ReductionFeature compression + anomaly detection

Dimensionality Reduction

Topics Covered:

Module 14Deep Learning BasicsNeural networks foundation

Deep Learning Basics

Topics Covered:

Module 15CNNs + Time SeriesComputer vision + forecasting

CNNs + Time Series

Topics Covered:

Module 16Natural Language ProcessingText analytics foundation

Natural Language Processing

Topics Covered:

Module 17Recommender SystemsPersonalization algorithms

Recommender Systems

Topics Covered:

Module 18MLOps & DeploymentProduction ML systems

MLOps & Deployment

Topics Covered:

Module 19Capstone Projects9+ production portfolio apps

Capstone Projects

Topics Covered:

Want the Complete Course Details?

Course Features & Benefits

Classroom-Based Learning

Expert Faculty Support

Hands-On Practical Training

Dedicated Doubt Clearing

Small Batch Size

Career & Job Assistance

Ready For Data Science Masters?

PhD Faculty

Masters Certification