Created
May 5, 2024 17:30
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Topics covered in orpo_starcoder
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| topics = [ | |
| 'Python Basics (Variables, Data Types, Control Flow, Functions)', | |
| 'Object-Oriented Programming (Classes, Inheritance, Polymorphism)', | |
| 'File Handling and I/O Operations', | |
| 'Exception Handling and Error Management', | |
| 'Iterators, Generators, and Decorators', | |
| 'Regular Expressions', | |
| 'Web Scraping with BeautifulSoup and Scrapy', | |
| 'Web Development with Flask and Django', | |
| 'Data Analysis with NumPy, Pandas, and Matplotlib', | |
| 'Machine Learning with Scikit-learn and TensorFlow', | |
| 'Deep Learning with Keras and PyTorch', | |
| 'Natural Language Processing with NLTK and spaCy', | |
| 'Image Processing with OpenCV and Pillow', | |
| 'GUI Development with Tkinter and PyQt', | |
| 'Game Development with Pygame', | |
| 'Network Programming with Socket and asyncio', | |
| 'Concurrent and Parallel Programming with threading and multiprocessing', | |
| 'Database Programming with SQLite and SQLAlchemy', | |
| 'Web APIs and RESTful Services with Flask and FastAPI', | |
| 'Asynchronous Programming with asyncio and aiohttp', | |
| 'Data Visualization with Seaborn, Plotly, and Bokeh', | |
| 'Testing and Debugging with unittest and pytest', | |
| 'Version Control with Git and GitHub', | |
| 'Packaging and Distribution with setuptools and PyPI', | |
| 'Cloud Computing with AWS, Google Cloud, and Azure', | |
| 'Serverless Computing with AWS Lambda and Google Cloud Functions', | |
| 'Containerization with Docker and Kubernetes', | |
| 'Data Engineering with Apache Spark and Dask', | |
| 'Blockchain Development with Web3.py and Ethereum', | |
| 'Quantum Computing with Qiskit and Cirq', | |
| 'Robotics and IoT with ROS and MicroPython', | |
| 'Cybersecurity with Scapy and Nmap', | |
| 'DevOps with Ansible and Jenkins', | |
| 'Continuous Integration and Deployment with Travis CI and CircleCI', | |
| 'Data Streaming with Apache Kafka and Faust', | |
| 'Graph Databases with Neo4j and NetworkX', | |
| 'Time Series Analysis with statsmodels and Prophet', | |
| 'Reinforcement Learning with OpenAI Gym and Stable Baselines', | |
| 'Generative Adversarial Networks (GANs) with TensorFlow and PyTorch', | |
| 'Explainable AI with LIME and SHAP', | |
| 'Federated Learning with TensorFlow Federated and PySyft', | |
| 'AutoML with Google Cloud AutoML and H2O AutoML', | |
| 'Recommender Systems with Surprise and LightFM', | |
| 'Geospatial Analysis with GeoPandas and Folium', | |
| 'Audio Processing with librosa and pydub', | |
| 'Video Processing with MoviePy and FFmpeg-python', | |
| 'Virtual Reality with PyOpenVR and Panda3D', | |
| 'Augmented Reality with ARKit and ARCore', | |
| 'Chatbot Development with ChatterBot and Rasa', | |
| 'Robotic Process Automation (RPA) with PyAutoGUI and Robot Framework' | |
| 'Hugging Face Datasets for Data Loading and Manipulation', | |
| 'Hugging Face Transformers for Natural Language Processing', | |
| 'Hugging Face Accelerate for Distributed Training', | |
| 'Hugging Face Tokenizers for Text Preprocessing', | |
| 'Sequence Classification with Hugging Face Transformers', | |
| 'Named Entity Recognition with Hugging Face Transformers', | |
| 'Question Answering with Hugging Face Transformers', | |
| 'Text Generation with Hugging Face Transformers', | |
| 'Sentiment Analysis with Hugging Face Transformers', | |
| 'Machine Translation with Hugging Face Transformers', | |
| 'Summarization with Hugging Face Transformers', | |
| 'Model Interpretability with Hugging Face Transformers', | |
| 'Model Compression with Hugging Face Transformers', | |
| 'Transfer Learning with Hugging Face Transformers', | |
| "Implementing Google Sign-In in web applications", | |
| "Integrating Google OAuth 2.0 in mobile apps", | |
| "Securing API endpoints with Google Identity", | |
| "Customizing the Google Sign-In button", | |
| "Handling Google Sign-In callbacks and redirects", | |
| "Managing user sessions with Google Authentication", | |
| "Retrieving user information from Google Profile API", | |
| "Implementing server-side authentication with Google", | |
| "Best practices for securely storing Google access tokens", | |
| "Refreshing Google access tokens and handling token expiration", | |
| "Implementing single sign-on (SSO) with Google Authentication", | |
| "Integrating Google Authentication with third-party libraries", | |
| "Handling authorization scopes and user consent", | |
| "Implementing two-factor authentication (2FA) with Google Authenticator", | |
| "Securing user data and privacy with Google Authentication", | |
| "Implementing Google Sign-In in progressive web apps (PWAs)", | |
| "Integrating Google Authentication with serverless architectures", | |
| "Handling authentication in multi-tenant applications with Google", | |
| "Implementing social login with Google alongside other providers", | |
| "Troubleshooting common issues with Google Authentication integration" | |
| 'Rust Ownership and Borrowing System', | |
| 'Rust Smart Pointers and Memory Management', | |
| 'Rust Concurrency with Threads and Channels', | |
| 'Rust Asynchronous Programming with Async/Await', | |
| 'Rust Error Handling with Result and Option', | |
| 'Rust Iterators and Functional Programming', | |
| 'Rust Macros and Metaprogramming', | |
| 'Rust Unsafe Code and FFI (Foreign Function Interface)', | |
| 'Rust Web Development with Actix and Rocket', | |
| 'Rust Database Connectivity with Diesel and SQLx', | |
| 'Rust Serialization and Deserialization with Serde', | |
| 'Rust Testing and Debugging Techniques', | |
| 'Rust Performance Optimization and Benchmarking', | |
| 'Rust Cross-Platform Development and Compilation', | |
| 'Rust Embedded Systems Programming', | |
| 'Rust Game Development with Bevy and Amethyst', | |
| 'Rust Network Programming with Tokio and Hyper', | |
| 'Rust WebAssembly (WASM) Integration', | |
| 'Rust CLI Tool Development with Clap and Structopt', | |
| 'Rust Cryptography and Security Libraries', | |
| 'Building a High-Performance Web Server with Rust and Actix', | |
| 'Developing a Scalable Microservices Architecture with Rust and gRPC', | |
| 'Implementing a Real-Time Chat Application with Rust and WebSockets', | |
| 'Creating a Rust-Based REST API for a Mobile App Backend', | |
| 'Building a Rust Command-Line Tool for System Monitoring and Diagnostics', | |
| 'Developing a Rust Library for Image Processing and Manipulation', | |
| 'Implementing a Rust-Based Blockchain Explorer and Wallet', | |
| 'Building a Rust-Powered Recommendation Engine for E-commerce', | |
| 'Creating a Rust-Based Distributed File Storage System', | |
| 'Developing a Rust Library for Natural Language Processing (NLP)', | |
| 'Implementing a Rust-Based Real-Time Data Analytics Platform', | |
| 'Building a Rust-Powered IoT Device Management System', | |
| 'Creating a Rust Library for Geospatial Data Analysis and Visualization', | |
| 'Developing a Rust-Based Video Transcoding and Streaming Service', | |
| 'Implementing a Rust-Powered Fraud Detection System for Financial Transactions', | |
| 'Building a Rust-Based Content Management System (CMS) for Websites', | |
| 'Creating a Rust Library for Machine Learning and Data Science', | |
| 'Developing a Rust-Powered Social Media Analysis and Sentiment Detection Tool', | |
| 'Implementing a Rust-Based Real-Time Collaborative Text Editor', | |
| 'Building a Rust-Powered Network Monitoring and Intrusion Detection System', | |
| 'Creating a Rust Library for Cryptographic Operations and Secure Communication', | |
| 'Developing a Rust-Based Web Scraping and Data Extraction Tool', | |
| 'Implementing a Rust-Powered Game Engine for 2D and 3D Games', | |
| 'Building a Rust-Based Distributed Key-Value Store for Caching and Data Sharing', | |
| 'Creating a Rust Library for Audio and Signal Processing', | |
| 'Developing a Rust-Powered Real-Time Stock Market Data Analysis Platform', | |
| 'Implementing a Rust-Based Network File System (NFS) Server', | |
| 'Building a Rust-Powered Email Server with Spam Filtering and Virus Scanning', | |
| 'Creating a Rust Library for Generating and Verifying Digital Signatures', | |
| 'Developing a Rust-Based Web Application Firewall (WAF) for Security' | |
| 'Rust Implementation of Hugging Face Transformers', | |
| 'Rust Tokenization with Hugging Face Tokenizers', | |
| 'Rust Text Classification with Hugging Face Models', | |
| 'Rust Named Entity Recognition (NER) with Hugging Face', | |
| 'Rust Question Answering with Hugging Face Models', | |
| 'Rust Sentiment Analysis with Hugging Face', | |
| 'Rust Language Translation with Hugging Face Transformers', | |
| 'Rust Text Summarization with Hugging Face Models', | |
| 'Rust Text Generation with Hugging Face GPT Models', | |
| 'Rust Conversational AI with Hugging Face Chatbots', | |
| 'Rust Document Similarity with Hugging Face Sentence Transformers', | |
| 'Rust Topic Modeling with Hugging Face LDA Models', | |
| 'Rust Text Clustering with Hugging Face Embeddings', | |
| 'Rust Text Style Transfer with Hugging Face Models', | |
| 'Rust Emotion Recognition with Hugging Face Classifiers', | |
| 'Rust Intent Recognition with Hugging Face NLU Models', | |
| 'Rust Slot Filling with Hugging Face NER Models', | |
| 'Rust Dialogue State Tracking with Hugging Face Models', | |
| 'Rust Text Augmentation with Hugging Face Techniques', | |
| 'Rust Data Preprocessing for Hugging Face Models', | |
| 'Rust Fine-tuning Hugging Face Models for Specific Tasks', | |
| 'Rust Deployment of Hugging Face Models with ONNX Runtime', | |
| 'Rust Evaluation Metrics for Hugging Face Models', | |
| 'Rust Hyperparameter Tuning for Hugging Face Models', | |
| 'Rust Integration of Hugging Face Models with Web Frameworks', | |
| 'Rust Serving Hugging Face Models with gRPC and REST APIs', | |
| 'Rust Benchmarking Hugging Face Models for Performance', | |
| 'Rust Optimization of Hugging Face Models for Resource-Constrained Devices', | |
| 'Rust Federated Learning with Hugging Face Models', | |
| 'Rust Explainable AI with Hugging Face Model Interpretability' | |
| 'C++ Data Types and Variables', | |
| 'C++ Operators and Expressions', | |
| 'C++ Control Flow Statements (if-else, switch, loops)', | |
| 'C++ Functions and Function Overloading', | |
| 'C++ Arrays and Pointers', | |
| 'C++ References and Pass-by-Reference', | |
| 'C++ Dynamic Memory Allocation (new and delete)', | |
| 'C++ Strings and String Manipulation', | |
| 'C++ Structures and Classes', | |
| 'C++ Constructors and Destructors', | |
| 'C++ Inheritance and Polymorphism', | |
| 'C++ Virtual Functions and Abstract Classes', | |
| 'C++ Operator Overloading', | |
| 'C++ Friend Functions and Classes', | |
| 'C++ Namespaces and Scope Resolution', | |
| 'C++ Exception Handling (try, catch, throw)', | |
| 'C++ File I/O Operations', | |
| 'C++ Preprocessor Directives and Macros', | |
| 'C++ Const and Volatile Qualifiers', | |
| 'C++ Inline Functions', | |
| 'C++ Function Templates', | |
| 'C++ Class Templates', | |
| 'C++ Template Specialization', | |
| 'C++ Standard Template Library (STL) Containers', | |
| 'C++ STL Algorithms', | |
| 'C++ STL Iterators', | |
| 'C++ Lambda Expressions', | |
| 'C++ Smart Pointers (unique_ptr, shared_ptr, weak_ptr)', | |
| 'C++ Move Semantics and Rvalue References', | |
| 'C++ Variadic Templates', | |
| 'C++ Type Traits and Type Inference', | |
| 'C++ Chrono Library for Time and Duration', | |
| 'C++ Random Number Generation', | |
| 'C++ Regular Expressions', | |
| 'C++ Bitwise Operations and Bit Manipulation', | |
| 'C++ Unions and Enumerations', | |
| 'C++ Singleton Pattern', | |
| 'C++ Factory Pattern', | |
| 'C++ Observer Pattern', | |
| 'C++ Decorator Pattern', | |
| 'C++ Strategy Pattern', | |
| 'C++ Adapter Pattern', | |
| 'C++ Visitor Pattern', | |
| 'C++ Multithreading with std::thread and std::async', | |
| 'C++ Thread Synchronization (Mutex, Condition Variable, etc.)', | |
| 'C++ Atomic Operations and Lock-Free Programming', | |
| 'C++ Concurrency Patterns (Producer-Consumer, Thread Pool, etc.)', | |
| 'C++ Coroutines and Asynchronous Programming', | |
| 'C++ Basics and Syntax', | |
| 'Object-Oriented Programming (OOP) in C++', | |
| 'C++ Standard Library (STL)', | |
| 'C++ Memory Management', | |
| 'C++ Templates and Generic Programming', | |
| 'C++ Concurrency and Multithreading', | |
| 'C++ Performance Optimization Techniques', | |
| 'C++ Build Systems (CMake, Make, etc.)', | |
| 'C++ Testing Frameworks (Google Test, Catch2, etc.)', | |
| 'C++ Debugging and Profiling Tools', | |
| 'C++ Logging Libraries (spdlog, Boost.Log, etc.)', | |
| 'C++ Serialization Libraries (Boost.Serialization, Cereal, etc.)', | |
| 'C++ Networking Libraries (Boost.Asio, cpp-httplib, etc.)', | |
| 'C++ Web Frameworks (Crow, Pistache, etc.)', | |
| 'C++ Database Connectivity (SQLite, MySQL, PostgreSQL, etc.)', | |
| 'C++ Machine Learning Libraries (MLPack, Shark, etc.)', | |
| 'C++ Deep Learning Frameworks (TensorFlow C++, PyTorch C++, etc.)', | |
| 'C++ Computer Vision Libraries (OpenCV, dlib, etc.)', | |
| 'C++ Natural Language Processing Libraries (MeTA, FastText, etc.)', | |
| 'C++ Recommender System Libraries (MRPT, LibRec, etc.)', | |
| 'C++ Reinforcement Learning Libraries (RLLib, TRFL, etc.)', | |
| 'C++ Anomaly Detection Libraries (ELKI, LibOD, etc.)', | |
| 'C++ Time Series Analysis Libraries (Timeseries-Cpp, Kats, etc.)', | |
| 'C++ Optimization Libraries (Dlib, NLopt, etc.)', | |
| 'C++ Bayesian Inference Libraries (Stan, LibBi, etc.)', | |
| 'C++ Graph Libraries (Boost Graph Library, LEMON, etc.)', | |
| 'C++ Scientific Computing Libraries (Eigen, GSL, etc.)', | |
| 'C++ Parallel Computing Libraries (OpenMP, Intel TBB, etc.)', | |
| 'C++ GPGPU Programming (CUDA, OpenCL, etc.)', | |
| 'C++ Distributed Computing Frameworks (Apache Arrow, gRPC, etc.)', | |
| 'C++ Containerization and Deployment (Docker, Kubernetes, etc.)', | |
| 'C++ Serverless Computing Frameworks (AWS Lambda, Google Cloud Functions, etc.)', | |
| 'C++ Edge Computing and IoT Frameworks', | |
| 'C++ Model Serving Frameworks (TensorFlow Serving, ONNX Runtime, etc.)', | |
| 'C++ Model Compression and Optimization Techniques', | |
| 'C++ Quantization and Pruning Libraries', | |
| 'C++ Model Explainability and Interpretability Libraries', | |
| 'C++ Adversarial Machine Learning Libraries', | |
| 'C++ Federated Learning Frameworks', | |
| 'C++ AutoML and Neural Architecture Search Libraries', | |
| 'C++ Reinforcement Learning Environments (OpenAI Gym, DeepMind Lab, etc.)', | |
| 'C++ Simulation Environments (Gazebo, Unreal Engine, etc.)', | |
| 'C++ Robotics Frameworks (ROS, YARP, etc.)', | |
| 'C++ Game Development Engines (Unreal Engine, Godot, etc.)', | |
| 'C++ Virtual Reality (VR) and Augmented Reality (AR) Libraries', | |
| 'C++ High-Performance Computing (HPC) Frameworks', | |
| 'C++ Quantum Computing Libraries (Qiskit, Cirq, etc.)', | |
| 'C++ Blockchain and Cryptocurrency Libraries', | |
| 'C++ Cybersecurity and Cryptography Libraries', | |
| 'C++ Embedded Systems and Real-Time Operating Systems (RTOS)' | |
| ] |
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