Konu: Core Concepts of Machine Learning
- The Big Picture
- Data Preprocessing
- Optimization
- Model Evaluation
- Sampling & Splitting
- Ensemble Learning
Supervised Learning
Unsupervised Learning
Numpy
Pandas
Scikit-learn
Pytorch:
🧹Tensorflow & Keras:
###🧹 Projects & Resources
###🧹 Calculus
🧹Probability & Statistics
Databases & Query Languages
- 🧹Database Concepts
- 🧹SQL and Relational Databases
- 🧹Advanced SQL and Data Analysis
- 🧹NoSQL Databases
Data Structures & Algorithms
###🧹 Software design & Architecture
🧹Model Training & Tuning Techniques Plus Advanced Deep Learning Models
Deployment, Monitoring, & Maintenance
###🧹 MLOps
###🧹 Testing
###🧹 API Development
AI Safety, Ethics, & Bias
ML & AI Related Books & Podcasts 👩🏼💻
AI Conferences & Competitions
Konu: Software Engineering
Data structures and Algorithms
Software design and Architecture
Databases and Query Languages
Maths For Machine Learning
Probability and Statistics
Konu: Cybersecurity Training Community
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Konu: Free IB student webinars on July 29, 30 - join us to get practical tips and tricks for your exams!
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Konu: BOX SET: English at Work - episodes 31-35. Improve your business English vocabulary and speaking!
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Konu: Writing Workshop: IELTS Academic Task 1 - The overview
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Konu: BOX SET: English at Work - episodes 26-30
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