awesome-ai-ml-resources
Learn AI/ML for beginners with a roadmap and free resources.
https://github.com/armankhondker/awesome-ai-ml-resources
Last synced: 2 days ago
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📌 AI/ML Key Concepts
- Supervised Learning
- Unsupervised Learning
- Reinforcement Learning
- Natural Language Processing (NLP)
- Computer Vision
- Generative adversarial networks (GANs)
- Dimensionality Reduction
- Clustering Algorithms
- Dimensionality Reduction
- Clustering Algorithms
- Bayesian Inference
- Time Series Analysis
- Self-Supervised Learning
- Unsupervised Learning
- Reinforcement Learning
- Deep Learning
- Natural Language Processing (NLP)
- Computer Vision
- Generative adversarial networks (GANs)
- Bayesian Inference
- Time Series Analysis
- Self-Supervised Learning
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🛠️ AI/ML Building Blocks
- Probability & Statistics
- Python for Machine Learning
- Optimization Techniques
- Probability & Statistics
- Python for Machine Learning
- Optimization Techniques
- Data Preprocessing & Feature Engineering
- Data Preprocessing & Feature Engineering
- Model Evaluation & Metrics
- Regularization Techniques
- Model Evaluation & Metrics
- Regularization Techniques
- Loss Functions
- Activation Functions
- Hyperparameter Tuning
- Loss Functions
- Activation Functions
- Hyperparameter Tuning
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🚗 AI/ML Roadmap
- Calculus
- Intro Python
- Advanced Python
- NumPy: Numerical computing and arrays
- Intro Python
- Advanced Python
- NumPy: Numerical computing and arrays
- Pandas: Data manipulation and analysis
- Matplotlib & Seaborn: Data visualization
- scikit-learn: Implement ML algorithms
- Probability & Statistics
- Calculus
- Google Machine Learning Crash Course
- Pandas: Data manipulation and analysis
- Matplotlib & Seaborn: Data visualization
- scikit-learn: Implement ML algorithms
- Probability & Statistics
- Machine Learning by Andrew Ng
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👨🏽💻 AI/ML Roles
- Machine Learning Engineer
- Data Scientist
- Machine Learning Engineer
- Data Scientist
- Software Engineer (AI)
- ML/AI Platform Engineer
- Software Engineer (AI)
- ML/AI Platform Engineer
- ML/AI Infrastructure Engineer
- Framework Engineer
- Solution Architect
- Solutions Engineer
- Applied Research Scientist
- Research Engineer
- Research Scientist
- ML/AI Infrastructure Engineer
- Framework Engineer
- Solution Architect
- Solutions Engineer
- Applied Research Scientist
- Research Engineer
- Research Scientist
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