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AI Models Fine-Tuning LLMs (LoRA, QLoRA, RAFT) 2 Months MLops, LLMops, and ML System Design Streamlit, Flask Git and GitHub GitHub Actions Docker CI/CD CI/CD AWS ECS ECR MLFlow Optuna BentoML Kubeflow AWS SageMaker Feature Store Model Registry 1 Month Spark PySpark Spark Clustering RDD Spark Streaming Kafka 1 Month Reinforcement Learning Basics of Dynamic Programming Policy Definition Bandit Algorithms Markov Decision Process Monte Carlo Method Q-Learning SARSA (State-Action-Reward-State-Action) Deep Q-Learning (in TensorFlow) Gymnasium Environment Multi-Agent Reinforcement Learning with TensorFlow Cooperative vs Competitive Agents ELO Scoring for Agents Download Curriculum 1 Months Data Analysis and Visualisation Numpy, Pandas Matplotlib Seaborn Probability Conditional Probability & Bayes Theorem Combinatorics Descriptive Statistics Probability Distributions 1 Central Limit Theorem Z-test T-test Chi-Sqaure ANOVA Correlation 1 Month Dot Products & Hyperplans Half Spaces & Distances Losses & Minimization Calculus Refresher Gradient Descent & Implementation 3 Months Linear Regression Logistic Regression K-Nearest Neighbour Decision Tree Random Forest Bagging Boosting Naive Bayes SVM K-Means Hierarchical GMM DBSCAN Anomaly Detection Isolation Forest Local Outlier Factor PCA T-SNE 2-3 Month Neurons Multi-Layer Perceptron Implementing Neural Networks from Scratch Regression Classification with NN TensorFlow Keras PyTorch Model Interpretability Natural Language Processing (NLP) Word Embeddings and Representation RNNs LSTM Attention Transformers Computer Vision Object Detection Recognition Segmentation Image Embeddings 1 - 2 Months Time Series & Recommender System Time Series Data Interpolation Missing Data and Anomalies Trend Moving Average Time Series Decomposition SES DES TES DF-Test Stationarizing Autocorrelation ARIMA Family of Models SARIMA SARIMAX Prophet TimesNet Market Basket Analysis Apriori Algorithm Content-Based Recommender System Collaborative Filtering Matrix Factorization 2-3 Months Transformer VAEs and GAN Architectures LLM APIs Open Source Gen AI Models with HuggingFace Speech Models Moderating Evaluating LLMs RAGs LangChain Cross Encoder Reranking MMR BM25 Advanced RAGs LLM Agents Vision Gen AI Models Fine-Tuning LLMs (LoRA, QLoRA, RAFT) 2 Months MLops, LLMops, and ML System Design Streamlit, Flask Git and GitHub GitHub Actions Docker CI/CD CI/CD AWS ECS ECR MLFlow Optuna BentoML Kubeflow AWS SageMaker Feature Store Model Registry 1 Month Spark PySpark Spark Clustering RDD Spark Streaming Kafka 1 Month Reinforcement Learning Basics of Dynamic Programming Policy Definition Bandit Algorithms Markov Decision Process Monte Carlo Method Q-Learning SARSA (State-Action-Reward-State-Action) Deep Q-Learning (in TensorFlow) Gymnasium Environment Multi-Agent Reinforcement Learning with TensorFlow Cooperative vs Competitive Agents ELO Scoring for Agents Download Curriculum ×Industry Recognized Certification. 5. Will I receive a AI & ML Certification upon completing this course? Level up your