CoMPREHENSIVE – Foundation +AI & ML
Suitable for Professionals with a technical background seeking a career change or skill upgrade
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Python Foundations (1–6 wks): Python, NumPy, Pandas, Matplotlib, Git/GitHub → Projects: EDA (Iris/Wine), Titanic survival prediction.
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Math Foundations (7–24 wks): Linear Algebra, Probability, Statistics, Calculus, Optimization, Algorithms → Projects: Linear algebra ops, probability simulations, gradient descent from scratch.
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Statistical ML (25–36 wks): Supervised (Regression, SVM, Trees, kNN), Unsupervised (Clustering, PCA), Ensembles (RF, Boosting), Model evaluation → Projects: Housing regression, fraud detection, churn prediction, recommendation engine, business case studies.
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Deep Learning (37–48 wks): Perceptrons, Backprop, Gradient Descent, PyTorch, CNNs, RNNs/LSTMs, Transformers → Projects: MNIST & CIFAR-10 vision tasks, NLP (sentiment, NER), time-series forecasting, BERT fine-tuning.
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Capstone Project: End-to-end ML/DL solution (e.g., medical image classification, NLP automation, production-scale recommender system).
Batch strength: 25 students per batch
Timeline : 48 weeks
Schedule : 2 times a week
Delivery : ONLINE- Live classes
Or AT INSTITUTE (Pune) – Face to face
Batch strength: 25 students per batch
Schedule : 2hrs/2 times a week (192 Hrs)
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