Python Machine Learning Road Map

Dec 21, 2023

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1. Introduction To Machine Learning

   1. What Is Machine Learning Beginners Guide
   2. Supervised Vs Unsupervised Learning Key Differences
   3. Scikit Learn Tensorflow Keras Beginners Guide
   4. Setting Up Ml Environment Python Jupyter Conda Vscode

2. Data Preprocessing And Feature Engineering

   1. Understanding Data Types Machine Learning
   2. Handling Missing Data Outliers Data Preprocessing
   3. Feature Scaling Normalization Vs Standardization
   4. Feature Selection Dimensionality Reduction Pca Lda

3. Supervised Learning With Scikit Learn

   1. Master Scikit Learn Basics Api Data Splitting Workflows
   2. Predict House Prices Linear Regression Scikit Learn
   3. Logistic Regression Spam Detection Scikit Learn
   4. Decision Trees Random Forests Scikit Learn
   5. Master Support Vector Machines Svm Classification
   6. Model Evaluation Cross Validation Precision Recall F1 Score

4. Unsupervised Learning With Scikit Learn

   1. Introduction To Clustering Kmeans Dbscan Hierarchical
   2. Master Pca Dimensionality Reduction Scikit Learn
   3. Anomaly Detection Scikit Learn Techniques Applications

5. Introduction To Deep Learning Tensorflow Keras

   1. What Is Deep Learning Differences Applications
   2. Introduction To Tensorflow Keras Deep Learning
   3. Understanding Neural Networks Beginners Guide
   4. Activation Functions Relu Sigmoid Softmax Neural Networks
   5. Backpropagation Optimization Deep Learning

6. Building Neural Networks With Keras

   1. Build Simple Neural Network Keras Guide
   2. Split Data Training Validation Testing Keras
   3. Improve Neural Network Performance Keras Dropout Batch Norm
   4. Hyperparameter Tuning Keras Tuner Guide

7. Cnns For Image Processing

   1. Introduction To Cnns For Image Processing
   2. Build Cnn Mnist Image Classification Keras
   3. Boost Cnn Performance Data Augmentation Transfer Learning

8. Rnns And Lstms

   1. Understanding Rnns Lstms Time Series Data
   2. Build Lstm Stock Price Prediction Tensorflow
   3. Text Generation Lstms Tensorflow Keras

9. Natural Language Processing

   1. Text Preprocessing Nlp Tokenization Word Embeddings
   2. Sentiment Analysis Lstm Tensorflow Keras
   3. Text Classification Bert Tensorflow Keras Guide

10. Deploying Machine Learning Models

    1. Exporting Models Tensorflow Scikit Learn
    2. Deploy Machine Learning Models Flask Fastapi
    3. Deploying Ml Models To Cloud Platforms