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Data Career Track

The Complete Data Scientist & Machine Learning Roadmap

Step-by-step roadmap to becoming a Data Scientist: Linear Algebra, Statistics, Pandas, NumPy, Scikit-Learn, XGBoost, Deep Learning, and MLOps.

1

Phase 1: Applied Mathematics & Exploratory Data Analysis (Month 1)

Master linear algebra, descriptive & inferential statistics, probability distributions, hypothesis testing, NumPy, and Pandas.

Statistics & ProbabilityVectorized MathData WranglingData Visualization
2

Phase 2: Supervised & Unsupervised Machine Learning (Month 2)

Learn core ML algorithms: Linear/Logistic Regression, Decision Trees, Random Forests, XGBoost, and K-Means. Master cross-validation.

Feature EngineeringModel Evaluation (ROC-AUC, F1)Hyperparameter TuningEnsemble Methods
3

Phase 3: Deep Learning & NLP Fundamentals (Month 3)

Understand Artificial Neural Networks, backpropagation, CNNs for vision, and NLP techniques (tokenization, embeddings).

Neural ArchitecturesTransfer LearningText ProcessingEmbeddings
4

Phase 4: MLOps, Containerization & Production Serving (Month 4)

Wrap models inside FastAPI REST endpoints, dockerize prediction servers, and implement data drift monitoring.

Model SerializationAPI ServingContainerized DeploymentModel Monitoring
Fast-Track Your Journey with Hands-On Mentorship

Skip the guesswork and follow this exact roadmap with structured in-person mentoring at our campus in C-60 R.K Tower, 3rd Floor, RDC, Ghaziabad.

Speak with a Mentor: 7503962162
Physical Training Center

Visit Our Ghaziabad Training Center

Join classroom batches, attend interactive lab sessions, code with mentors, and take advantage of our high-speed dev workstations.

Campus Address:
C-60 R.K Tower, 3rd Floor, RDC, Ghaziabad, Ghaziabad, Uttar Pradesh
Direct Counseling Helpline:
Call 7503962162
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