Table of Contents
AI-ML-DL-NLP-GAN-LLM-Chatbot-ChatGPT Bibliography
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AI
Terms related to: AI-ML-DL-NLP-GenAI-LLM-GPT-RAG-MLOps-Chatbots-ChatGPT-Gemini-Copilot-HuggingFace-GPU-Prompt Engineering-Data Science-DataOps-Data Engineering-Big Data-Analytics-Databases-SQL-NoSQL
AI, Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), Neural Network, Generative AI (GenAI), Natural Language Processing (NLP), Large Language Model (LLM), Transformer Models, GPT (Generative Pre-trained Transformer), ChatGPT, Chatbots, Prompt Engineering, HuggingFace, GPU (Graphics Processing Unit), RAG (Retrieval-Augmented Generation), MLOps (Machine Learning Operations), Data Science, DataOps (Data Operations), Data Engineering, Big Data, Analytics, Databases, SQL (Structured Query Language), NoSQL, Gemini (Google AI Model), Copilot (AI Pair Programmer), Foundation Models, LLM Fine-Tuning, LLM Inference, LLM Training, Parameter-Efficient Tuning, Instruction Tuning, Few-Shot Learning, Zero-Shot Learning, One-Shot Learning, Meta-Learning, Reinforcement Learning from Human Feedback (RLHF), Self-Supervised Learning, Contrastive Learning, Masked Language Modeling, Causal Language Modeling, Attention Mechanism, Self-Attention, Multi-Head Attention, Positional Embeddings, Word Embeddings, Tokenization, Byte Pair Encoding (BPE), SentencePiece Tokenization, Subword Tokenization, Prompt Templates, Prompt Context Window, Context Length, Scaling Laws, Parameter Scaling, Model Architecture, Model Distillation, Model Pruning, Model Quantization, Model Compression, Low-Rank Adaptation (LoRA), Sparse Models, Mixture of Experts, Neural Architecture Search (NAS), AutoML, Gradient Descent Optimization, Stochastic Gradient Descent (SGD), Adam Optimizer, AdamW Optimizer, RMSProp Optimizer, Adagrad Optimizer, Adadelta Optimizer, Nesterov Momentum, Learning Rate Schedules, Warmup Steps, Cosine Decay, Hyperparameter Tuning, Bayesian Optimization, Grid Search, Random Search, Population Based Training, Early Stopping, Regularization, Dropout, Weight Decay, Label Smoothing, Batch Normalization, Layer Normalization, Instance Normalization, Group Normalization, Residual Connections, Skip Connections, Encoder-Decoder Architecture, Encoder Stack, Decoder Stack, Cross-Attention, Feed-Forward Layers, Position-Wise Feed-Forward Network, Pre-LN vs Post-LN, Sequence-to-Sequence Models, Causal Decoder-Only Models, Masked Autoencoder, Domain Adaptation, Task-Specific Heads, Classification Head, Regression Head, Token Classification Head, Sequence Classification Head, Multiple-Choice Head, Span Prediction Head, Causal Head, Next Sentence Prediction, MLM (Masked Language Modeling), NSP (Next Sentence Prediction), C4 Dataset, WebText Dataset, Common Crawl Corpus, Wikipedia Corpus, BooksCorpus, Pile Dataset, LAION Dataset, Curated Corpora, Fine-Tuning Datasets, Instruction Data, Alignment Data, Human Feedback Data, Preference Ranking, Reward Modeling, RLHF Policy Optimization, Batch Inference, Online Inference, Vector Databases, FAISS Integration, Chroma Integration, Weaviate Integration, Pinecone Integration, Milvus Integration, Data Embeddings, Semantic Search, Embedding Models, Text-to-Vector Encoding, Vector Similarity Search, Approximate Nearest Neighbor (ANN), HNSW Index, IVF Index, ScaNN Index, Memory Footprint Optimization, HuggingFace Transformers, HuggingFace Hub, HuggingFace Datasets, HuggingFace Model Cards, HuggingFace Spaces, HuggingFace Inference Endpoints, HuggingFace Accelerate, HuggingFace PEFT (Parameter Efficient Fine-Tuning), HuggingFace Safetensors Format, HuggingFace Tokenizers, HuggingFace Pipeline, HuggingFace Trainer, HuggingFace Auto Classes (AutoModel, AutoTokenizer), HuggingFace Model Conversion, HuggingFace Community Models, HuggingFace Diffusers, Stable Diffusion, HuggingFace Model Hub Search, HuggingFace Secrets Management, OpenAI GPT models, OpenAI API, OpenAI Chat Completions, OpenAI Text Completions, OpenAI Embeddings API, OpenAI Rate Limits, OpenAI Fine-Tuning (GPT-3.5, GPT-4), OpenAI System Messages, OpenAI Assistant Messages, OpenAI User Messages, OpenAI Function Calls, OpenAI ChatML Format, OpenAI Temperature Parameter, OpenAI Top_p Parameter, OpenAI Frequency Penalty, OpenAI Presence Penalty, OpenAI Max Tokens Parameter, OpenAI Logit Bias, OpenAI Stop Sequences, Azure OpenAI Integration, Anthropic Claude Integration, Anthropic Claude Context Window, Anthropic Claude Constitutional AI, Cohere Integration LLM provider, Llama2 (Meta's LLM), Llama2 Chat Model, Vicuna Model (LLM)), Alpaca Model, StableLM, MPT (MosaicML Pretrained Transformer), Falcon LLM, Baichuan LLM, Code Llama, WizardCoder Model, WizardLM Model, Phoenix LLM, Samantha LLM, LoRA Adapters, PEFT for LLM, BitFit Parameters Tuning, QLoRA (Quantized LoRA), GLoRA, GGML Quantization, GPTQ Quantization, SmoothQuant, Int4 Quantization, Int8 Quantization, FP16 Mixed Precision, BF16 Precision, MLOps Tools, MLOps CI/CD, MLOps CD4ML, MLOps Feature Store, MLOps Model Registry, MLOps Model Serving, MLOps Model Monitoring, MLOps Model Drift Detection, MLOps Data Drift Detection, MLOps Model Explainability Integration, MLOps MLFlow Integration, MLOps Kubeflow Integration, MLOps MLRun, MLOps Seldon Core for serving, MLOps BentoML for serving, MLOps MLflow Tracking, MLOps MLflow Model Registry, MLOps DVC (Data Version Control), MLOps Delta Lake, RAG (Retrieval-Augmented Generation), RAG Document Store, RAG Vector Store Backend, RAG Memory Augmentation, RAG On-the-fly Retrieval, RAG Re-ranking Step, RAG HyDE Technique - It's known as hypothetical document embeddings - advanced but known in RAG, RAG chain-of-thought, chain-of-thought related to LLM reasoning, Chain-of-Thought Reasoning, Self-Consistency Decoding, Tree-of-thoughts, ReAct (Reason+Act) Prompting Strategy, Prompt Engineering Techniques, Prompt Templates (LLM), Prompt Variables Replacement, Prompt Few-Shot Examples, Prompt Zero-Shot Mode, Prompt Retrieval Injection, Prompt System Message, Prompt Assistant Message, Prompt Role Specification, Prompt Content Filtering, Prompt Moderation Tools, AI-Generated Code Completion, Copilot (GitHub) Integration, CoPilot CLI, Copilot Labs, Gemini (Google Model) Early access, LLM from Google, LaMDA (Language Model for Dialog Applications), PaLM (Pathways Language Model), PaLM2 (PaLM 2 Model), Flan PaLM Models, Google Vertex AI Integration, AWS Sagemaker Integration, Azure Machine Learning Integration, Databricks MLFlow Integration, HuggingFace Hub LFS for large models, LFS big files management, OPT (Open Pretrained Transformer) Meta Model, Bloom LLM, Ernie Bot (Baidu LLM), Zhipu-Chat - Another LLM from China, Salesforce CodeT5 - It's a code model, Finetune with LoRA on GPT-4, Anthropic Claude 2
Artificial Intelligence (AI): The Borg, SkyNet, Google Gemini, ChatGPT, AI Fundamentals, AI Inventor: Arthur Samuel of IBM 1959 coined term Machine Learning. Synonym Self-Teaching Computers from 1950s. Experimental AI “Learning Machine” called Cybertron in early 1960s by Raytheon Company; ChatGPT, Generative AI, NLP, GAN, AI winter, The Singularity, AI FUD, Quantum FUD (Fake Quantum Computers), AI Propaganda, Quantum Propaganda, Cloud AI (AWS AI, Azure AI, Google AI-GCP AI-Google Cloud AI, IBM AI, Apple AI), Deep Learning (DL), Machine learning (ML), AI History, AI Bibliography, Manning AI-ML-DL-NLP-GAN Series, AI Glossary, AI Topics, AI Courses, AI Libraries, AI frameworks, AI GitHub, AI Awesome List. (navbar_ai - See also navbar_dl, navbar_ml, navbar_nlp, navbar_chatbot, navbar_chatgpt, navbar_llm, navbar_openai, borg_usage_disclaimer, navbar_bigtech, navbar_cia)
ML
Machine Learning: Google Gemini, ChatGPT, ML Fundamentals, ML Inventor: Arthur Samuel of IBM 1959 coined term Machine Learning. Synonym Self-Teaching computers from 1950s. Experimental AI “Learning Machine” called Cybertron in early 1960s by Raytheon Company; ChatGPT, NLP, GAN, ML, DL - Deep learning - Python Deep learning, MLOps, Python machine learning (sci-kit, OpenCV, TensorFlow, PyTorch, Keras, NumPy, NLTK, SciPy, sci-kit learn, Seaborn, Matplotlib), Cloud ML (AWS ML, Azure ML, Google ML-GCP ML-Google Cloud ML, IBM ML, Apple ML), C Plus Plus Machine Learning | C++ Machine Learning, C Sharp Machine Learning | Machine Learning, Golang Machine Learning, Java Machine Learning, JavaScript Machine Learning, Julia Machine Learning, Kotlin Machine Learning, R Machine Learning, Ruby Machine Learning, Rust Machine Learning, Scala Machine Learning, Swift Machine Learning, ML History, ML Bibliography, Manning AI-ML-DL-NLP-GAN Series, ML Glossary, ML Topics, ML Courses, ML Libraries, ML Frameworks, ML GitHub, ML Awesome List. (navbar_ml - See also navbar_dl, navbar_nlp, navbar_chatgpt, navbar_ai, navbar_tensorflow, borg_usage_disclaimer)
DL
Deep Learning: Google Gemini, ChatGPT, DL Fundamentals, DL Inventor: Arthur Samuel of IBM 1959 coined term Machine Learning. Synonym Self-Teaching Computers from 1950s. Experimental AI “Learning Machine” called Cybertron in early 1960s by Raytheon Company; ChatGPT, NLP, GAN, DL, ML - Machine Learning - Python Machine Learning, Deep Reinforcement Learning - Reinforcement Learning, MLOps, Cloud DL (AWS DL, Azure DL, Google DL-GCP DL-Google Cloud DL, IBM DL, Apple DL), Python Deep Learning, C Plus Plus Deep Learning | C++ Deep Learning, C Sharp Deep Learning | Deep Learning, Java Deep Learning, JavaScript Deep Learning, Golang Deep Learning, R Deep Learning, Rust Deep Learning, Scala Deep Learning, Swift Deep Learning, DL History, DL Bibliography, Manning AI-ML-DL-NLP-GAN Series, DL Glossary, DL Topics, DL Courses, DL Libraries, DL Frameworks, DL GitHub, DL Awesome List. (navbar_dl - see also navbar_ml, navbar_nlp, navbar_chatgpt, navbar_ai)
NLP
Natural Language Processing (NLP): What Is Language, Text classification, Language modeling, Google Gemini, ChatGPT
Machine Learning for NLP NLP ML, NLP DL - NLP Deep learning - Python NLP, NLP MLOps, Python NLP (sci-kit NLP, OpenCV NLP, TensorFlow NLP, PyTorch NLP, Keras NLP, NumPy NLP, NLTK NLP, SciPy NLP, sci-kit learn NLP, Seaborn NLP, Matplotlib NLP), C Plus Plus Natural Language Processing | C++ NLP, C Sharp Natural Language Processing | NLP, Golang Natural Language Processing | Golang NLP, Java Natural Language Processing | Java NLP, JavaScript Natural Language Processing | JavaScript NLP, Julia Natural Language Processing | Julia NLP, Kotlin Natural Language Processing | Kotlin NLP, R Natural Language Processing | R NLP, Ruby Natural Language Processing | Ruby NLP, Rust Natural Language Processing | Rust NLP, Scala Natural Language Processing | Scala NLP, Swift Natural Language Processing | Swift NLP, NLP history, NLP bibliography, NLP glossary, NLP topics, NLP courses, NLP libraries, NLP frameworks, NLP GitHub, NLP Awesome list. (navbar_nlp - See also navbar_llm, navbar_chatbot, navbar_dl, navbar_ml, navbar_chatgpt, navbar_ai, borg_usage_disclaimer)
GAN
LLM
Chatbot
Chatbot: ChatGPT, Bots, Smart Speakers, Virtual Assistant, Digital Assistant, Amazon Alexa (Histrionic overdramatic melodramatic irritating Alexa voice), Amazon Echo, Apple Intelligence, Apple Siri - Siri - Apple Smart Speakers (Apple HomePod - HomePod mini - Apple audioOS), Google Gemini, Google Assistant (Hey Google), Google Smart Speakers (Google Nest (smart speakers) - previously named Google Home, Google Nest), Cortana (virtual assistent) (replaced by Microsoft 365 Copilot based on Microsoft Graph and Bing AI), Microsoft Copilot (Microsoft Security Copilot, ), GitHub Chatbot, Awesome Chatbots. (navbar_chatbot - see also navbar_chatgpt, navbar_openai, navbar_ai, navbar_llm, borg_usage_disclaimer, navbar_cia)
ChatGPT
ChatGPT: The Borg, ChatGPT Alternatives (Google Gemini, Microsoft Copilot, Cursor AI, JetBrains AI), Sora.com, ChatGPT Pro, ChatGPT Plus, GPT - Chat - Chatbot, OpenAI, ChatGPT Prompts, ChatGPT o1-Pro, ChatGPT o1, ChatGPT‑4o, ChatGPT 4.0, ChatGPT 3.5, ChatGPT Dynamic, Prompt Engineering, Chatbots, AI Assistants, Chat Generative Pre-trained Transformer developed by OpenAI and launched on November 30, 2022; Large Language Model (LLM), Language model, Prompt Engineering, Generative Artificial Intelligence (GenAI), Generative pre-trained transformer, GPT-4, GPT-3, GPT-2, Brave Leo, Transformer (machine learning model), Fine-tuning (deep learning), Supervised learning (SL), Microsoft Bing, Bing Chat, LLaMA, Artificial neural networks (ANNs, also shortened to neural networks (NNs) or neural nets), Generative model, AI accelerator, Fine-tuning (machine learning) –> Fine-tuning (deep learning), Transfer learning (TL), Multimodal learning, GitHub ChatGPT, Awesome ChatGPT. (navbar_chatgpt - see also navbar_ml, navbar_dl, navbar_nlp, navbar_ai, navbar_llm, navbar_openai, borg_usage_disclaimer, navbar_cia)
Python Vocabulary List (Sorted by Popularity)
Python Programming Language, Python Interpreter, Python Standard Library, Python Virtual Environment, Python pip (Pip Installs Packages), Python List, Python Dictionary, Python String, Python Function, Python Class, Python Module, Python Package, Python Object, Python Tuple, Python Set, Python Import Statement, Python Exception, Python Decorator, Python Lambda Function, Python Generator, Python Iterable, Python Iterator, Python Comprehension, Python Built-in Function, Python Built-in Type, Python Keyword, Python Conditional Statement, Python Loop, Python For Loop, Python While Loop, Python If Statement, Python elif Statement, Python else Statement, Python Pass Statement, Python Break Statement, Python Continue Statement, Python None Object, Python True, Python False, Python Boolean, Python Integer, Python Float, Python Complex Number, Python Type Hint, Python Annotations, Python File Handling, Python Open Function, Python With Statement, Python Context Manager, Python Exception Handling, Python Try-Except Block, Python Finally Block, Python Raise Statement, Python Assertion, Python Module Search Path, Python sys Module, Python os Module, Python math Module, Python datetime Module, Python random Module, Python re Module (Regular Expressions), Python json Module, Python functools Module, Python itertools Module, Python collections Module, Python pathlib Module, Python subprocess Module, Python argparse Module, Python logging Module, Python unittest Module, Python doctest Module, Python pdb (Python Debugger), Python venv (Virtual Environment), Python PyPI (Python Package Index), Python setuptools, Python distutils, Python wheel, Python pyproject.toml, Python requirements.txt, Python setup.py, Python IDLE, Python REPL (Read-Eval-Print Loop), Python Shebang Line, Python Bytecode, Python Compilation, Python CPython Interpreter, Python PyPy Interpreter, Python Jython Interpreter, Python IronPython Interpreter, Python GIL (Global Interpreter Lock), Python Garbage Collection, Python Memory Management, Python Reference Counting, Python Weak Reference, Python C Extension, Python Extension Modules, Python WSGI (Web Server Gateway Interface), Python ASGI (Asynchronous Server Gateway Interface), Python Django Framework, Python Flask Framework, Python Pyramid Framework, Python Bottle Framework, Python Tornado Framework, Python FastAPI Framework, Python aiohttp Framework, Python Sanic Framework, Python Requests Library, Python urllib Module, Python urllib3 Library, Python BeautifulSoup (HTML Parser), Python lxml (XML Processing), Python Selenium Integration, Python Scrapy Framework, Python Gunicorn Server, Python uWSGI Server, Python mod_wsgi, Python Jinja2 Template, Python Mako Template, Python Chameleon Template, Python Asyncio Library, Python Coroutines, Python Await Statement, Python async/await Syntax, Python Async Generator, Python Event Loop, Python asyncio.gather, Python asyncio.run, Python subprocess.run, Python concurrent.futures, Python Threading Module, Python Multiprocessing Module, Python Queue Module, Python Lock, Python RLock, Python Semaphore, Python Event, Python Condition Variable, Python Barrier, Python Timer, Python Socket Module, Python select Module, Python ssl Module, Python ftplib, Python smtplib, Python imaplib, Python poplib, Python http.client, Python http.server, Python xmlrpc.client, Python xmlrpc.server, Python socketserver Module, Python codecs Module, Python hashlib Module, Python hmac Module, Python secrets Module, Python base64 Module, Python binascii Module, Python zlib Module, Python gzip Module, Python bz2 Module, Python lzma Module, Python tarfile Module, Python zipfile Module, Python shutil Module, Python glob Module, Python fnmatch Module, Python tempfile Module, Python time Module, Python threading.Thread, Python multiprocessing.Process, Python subprocess.Popen, Python logging.Logger, Python logging.Handler, Python logging.Formatter, Python logging.FileHandler, Python logging.StreamHandler, Python logging.config, Python warnings Module, Python traceback Module, Python atexit Module, Python signal Module, Python locale Module, Python getpass Module, Python readline Module, Python rlcompleter Module, Python platform Module, Python sys.path, Python sys.argv, Python sys.exit, Python sys.stdin, Python sys.stdout, Python sys.stderr, Python sys.getsizeof, Python sys.setrecursionlimit, Python sys.version, Python sys.platform, Python sys.modules, Python gc Module, Python gc.collect, Python gc.set_threshold, Python inspect Module, Python inspect.getmembers, Python inspect.signature, Python dis Module, Python disassemble, Python marshal Module, Python tokenize Module, Python tokenize.generate_tokens, Python ast Module, Python ast.parse, Python compile Function, Python eval Function, Python exec Function, Python frozenset, Python bytes Type, Python bytearray Type, Python memoryview Type, Python slice Object, Python range Object, Python reversed Function, Python enumerate Function, Python zip Function, Python map Function, Python filter Function, Python reduce Function, Python sum Function, Python min Function, Python max Function, Python round Function, Python abs Function, Python divmod Function, Python pow Function, Python sorted Function, Python any Function, Python all Function, Python isinstance Function, Python issubclass Function, Python dir Function, Python help Function, Python vars Function, Python id Function, Python hash Function, Python ord Function, Python chr Function, Python bin Function, Python oct Function, Python hex Function, Python repr Function, Python ascii Function, Python callable Function, Python format Function, Python globals, Python locals, Python super Function, Python breakpoint Function, Python input Function, Python print Function, Python open Function, Python eval Function (Repeat noted), Python classmethod, Python staticmethod, Python property Decorator, Python __init__ Method, Python __str__ Method, Python __repr__ Method, Python __eq__ Method, Python __hash__ Method, Python __lt__ Method, Python __le__ Method, Python __gt__ Method, Python __ge__ Method, Python __ne__ Method, Python __add__ Method, Python __sub__ Method, Python __mul__ Method, Python __truediv__ Method, Python __floordiv__ Method, Python __mod__ Method, Python __pow__ Method, Python __len__ Method, Python __getitem__ Method, Python __setitem__ Method, Python __delitem__ Method, Python __contains__ Method, Python __iter__ Method, Python __next__ Method, Python __enter__ Method, Python __exit__ Method, Python __call__ Method, Python __new__ Method, Python __init_subclass__ Method, Python __class_getitem__ Method, Python __mro__, Python __name__ Variable, Python __main__ Module, Python __doc__, Python __package__, Python __file__, Python __debug__, Python unittest.TestCase, Python unittest.main, Python unittest.mock, Python unittest.mock.patch, Python unittest.mock.Mock, Python pytest Framework, Python pytest.mark, Python pytest fixtures, Python nose2 Testing, Python tox Tool, Python coverage Tool, Python hypothesis Testing, Python black Formatter, Python isort Tool, Python flake8 Linter, Python pylint Linter, Python mypy Type Checker, Python bandit Security Linter, Python pydoc Documentation, Python Sphinx Documentation, Python docstrings, Python reStructuredText, Python unittest.mock.MagicMock, Python unittest.mock.MockReturnValue, Python unittest.mock.MockSideEffect, Python argparse.ArgumentParser, Python argparse Namespace, Python configparser Module, Python configparser.ConfigParser, Python json.dumps, Python json.loads, Python json.dump, Python json.load, Python decimal Module, Python fractions Module, Python statistics Module, Python heapq Module, Python bisect Module, Python math.sqrt, Python math.floor, Python math.ceil, Python math.isnan, Python math.isinf, Python math.pi, Python math.e, Python math.gamma, Python random.random, Python random.randint, Python random.choice, Python random.shuffle, Python random.sample, Python datetime.datetime, Python datetime.date, Python datetime.time, Python datetime.timedelta, Python datetime.timezone, Python calendar Module, Python zoneinfo Module, Python locale.getdefaultlocale, Python glob.glob, Python fnmatch.filter, Python shutil.copy, Python shutil.move, Python tempfile.NamedTemporaryFile, Python tempfile.TemporaryDirectory, Python zipfile.ZipFile, Python tarfile.open, Python gzip.open, Python bz2.open, Python lzma.open, Python pickle Module, Python pickle.dump, Python pickle.load, Python shelve Module, Python sqlite3 Module, Python sqlite3.connect, Python http.server.HTTPServer, Python http.server.BaseHTTPRequestHandler, Python wsgiref.simple_server, Python xml.etree.ElementTree, Python xml.etree.Element, Python xml.etree.SubElement, Python configparser.ConfigParser.write, Python configparser.ConfigParser.read, Python re.search, Python re.match, Python re.findall, Python re.split, Python re.sub, Python re.compile, Python logging.basicConfig, Python logging.debug, Python logging.info, Python logging.warning, Python logging.error, Python logging.critical, Python collections.Counter, Python collections.defaultdict, Python collections.OrderedDict, Python collections.deque, Python collections.namedtuple, Python collections.ChainMap, Python dataclasses.dataclass, Python dataclasses.field, Python enum.Enum, Python enum.auto, Python typing Module, Python typing.List, Python typing.Dict, Python typing.Union, Python typing.Optional, Python typing.Any, Python typing.TypeVar, Python typing.Generic, Python typing.Protocol, Python typing.NamedTuple, Python functools.lru_cache, Python functools.reduce, Python functools.partial, Python functools.singledispatch, Python operator Module, Python operator.itemgetter, Python operator.attrgetter, Python operator.methodcaller, Python itertools.chain, Python itertools.product, Python itertools.permutations, Python itertools.combinations, Python itertools.groupby, Python itertools.accumulate, Python parse Library, Python pathlib.Path, Python pathlib.Path.resolve, Python pathlib.Path.mkdir, Python pathlib.Path.rmdir, Python pathlib.Path.unlink, Python pathlib.Path.glob, Python pathlib.Path.read_text, Python pathlib.Path.write_text, Python subprocess.check_call, Python subprocess.check_output, Python subprocess.call, Python unittest.mock.ANY, Python importlib Module, Python importlib.import_module, Python importlib.resources, Python pkgutil Module, Python runpy Module, Python pip wheel, Python pip install, Python pip freeze, Python pip uninstall, Python build Tools, Python twine Upload, Python poetry Package Manager, Python poetry.lock File, Python Hatch Project, Python virtualenv Tool, Python conda Environment, Python cffi Module, Python ctypes Module, Python ctypes.CDLL, Python ctypes.Structure, Python cProfile Module, Python pstats Module, Python timeit Module, Python imaplib.IMAP4, Python smtplib.SMTP, Python ssl.create_default_context, Python email.message.EmailMessage, Python email.mime.text, Python email.mime.multipart, Python xml.dom.minidom, Python xml.dom.pulldom, Python xml.sax Module, Python xml.sax.handler, Python xml.sax.make_parser, Python configobj Library, Python toml Module, Python tomli Module, Python yaml Module (PyYAML), Python pyenv Tool, Python poetry build, Python poetry publish, Python wheel packaging, Python pyinstaller Tool, Python cx_Freeze, Python nuitka Compiler, Python cython Compiler, Python mypy.ini, Python flake8.ini, Python black --check, Python black --diff, Python pylint.rcfile, Python coverage.py, Python coverage.xml, Python coverage combine, Python coverage html, Python coverage report, Python pytest.ini, Python pytest --cov, Python pytest --lf, Python pytest --ff, Python pytest -k, Python pytest -m, Python docker-compose Integration, Python fabric Library, Python invoke Library, Python pipenv Tool, Python pipenv Pipfile, Python pipenv lock, Python poetry pyproject.toml, Python functools.cache, Python functools.total_ordering, Python decimal.Decimal, Python decimal.Context, Python fractions.Fraction, Python fractions.gcd Deprecated, Python statistics.mean, Python statistics.median, Python statistics.mode, Python statistics.stdev, Python statistics.variance, Python tkinter Module, Python tkinter.Tk, Python tkinter.Frame, Python tkinter.Button, Python tkinter.Label, Python tkinter.Entry, Python tkinter.Text, Python tkinter.Menu, Python tkinter.Canvas, Python tkinter filedialog, Python tkinter messagebox, Python tkinter ttk Widgets, Python turtle Module, Python turtle.Turtle, Python curses Module, Python curses.wrapper, Python sqlite3.Cursor, Python sqlite3.Row, Python sqlite3.RowFactory, memory, Python memoryview.cast, Python bisect.bisect, Python bisect.bisect_left, Python bisect.bisect_right, Python heapq.heappush, Python heapq.heappop, Python heapq.heapify, Python math.factorial, Python math.comb, Python math.perm, Python random.uniform, Python random.gauss, Python random.seed, Python datetime.utcnow, Python datetime.now, Python datetime.strptime, Python datetime.strftime, Python timezone.utc, Python zoneinfo.ZoneInfo, Python re.IGNORECASE, Python re.MULTILINE, Python re.DOTALL, Python re.VERBOSE, Python re.IGNORECASE Flag, Python logging.getLogger, Python logging.addHandler, Python logging.setLevel, Python logging.LoggerAdapter, Python warnings.warn, Python warnings.simplefilter, Python pdb.set_trace, Python pdb.runcall, Python pdb.runctx, Python inspect.isfunction, Python inspect.ismethod, Python inspect.isclass, Python inspect.getsource, Python inspect.getdoc, Python ast.literal_eval, Python compile(source), Python eval(expression), Python exec(statement), Python frozenset Literal, Python memoryview Slice, Python slice.start, Python slice.stop, Python slice.step, Python range.start, Python range.stop, Python range.step, Python enumerate(start), Python zip_longest, Python map(func), Python filter(func), Python reduce(func), Python sum(iterable), Python min(iterable), Python max(iterable), Python all(iterable), Python any(iterable), Python isinstance(obj), Python issubclass(cls), Python dir(object), Python help(object), Python vars(object), Python id(object), Python hash(object), Python ord(char), Python chr(int), Python bin(int), Python oct(int), Python hex(int), Python repr(object), Python ascii(object), Python callable(object), Python format(value), Python globals(), Python locals(), Python super(class), Python breakpoint(), Python input(), Python print(), Python open(filename), Python property(fget), Python classmethod(method), Python staticmethod(method), Python __init__.py, Python __main__.py, Python __init__ Module, Python __main__ Execution, Python __doc__ String, Python setuptools.setup, Python setuptools.find_packages, Python distutils.core.setup, Python wheel bdists, Python pyproject.build, Python pydoc CLI, Python Sphinx conf.py, Python docutils Integration, Python unittest.TextTestRunner, Python unittest.TestLoader, Python unittest.TestSuite, Python unittest.skip, Python unittest.expectedFailure, Python unittest.mock.call, Python unittest.mock.Mock.assert_called_with, Python pytest.mark.skip, Python pytest.mark.xfail, Python pytest.mark.parametrize, Python pytest fixture Scope, Python pytest fixture autouse, Python coverage run, Python coverage erase, Python coverage xml, Python coverage json, Python black line-length, Python black target-version, Python pylint --disable, Python pylint --enable, Python flake8 ignore, Python mypy --ignore-missing-imports, Python mypy --strict, Python bandit -r, Python bandit.config, Python cProfile.run, Python pstats.Stats, Python timeit.timeit, Python timeit.repeat, Python multiprocessing.Pool, Python multiprocessing.Queue, Python multiprocessing.Value, Python multiprocessing.Array, Python subprocess.DEVNULL, Python subprocess.PIPE, Python requests.get, Python requests.post, Python requests.put, Python requests.delete, Python requests.Session, Python requests.adapters, Python asyncio.sleep, Python asyncio.create_task, Python asyncio.gather, Python asyncio.wait, Python asyncio.run_until_complete, Python asyncio.Lock, Python asyncio.Semaphore, Python asyncio.Event, Python asyncio.Condition, Python aiohttp.ClientSession, Python aiohttp.web, Python aiohttp.ClientResponse, Python aiohttp.ClientWebSocketResponse, Python websockets.connect, Python websockets.serve, Python sqlalchemy Engine, Python sqlalchemy Session, Python sqlalchemy ORM, Python sqlalchemy Table, Python sqlalchemy Column, Python sqlalchemy create_engine, Python sqlalchemy select, Python sqlalchemy insert, Python sqlalchemy update, Python sqlalchemy delete, Python sqlalchemy MetaData, Python sqlalchemy text, Python ORM Databases, Python celery Task, Python celery Broker, Python celery Worker, Python celery Beat, Python celery Flower, Python gunicorn wsgi, Python uvicorn ASGI, Python hypercorn ASGI, Python waitress WSGI, Python werkzeug WSGI, Python gevent Hub, Python greenlet, Python eventlet, Python paramiko SSH, Python scp Module, Python fabric task, Python invoke task, Python importlib.metadata, Python toml.load, Python yaml.safe_load, Python yaml.dump, Python pyenv install, Python pyenv global, Python pyenv local, Python pipenv install, Python pipenv run, Python poetry install, Python poetry run, Python poetry publish, Python hatch build, Python hatch run, Python conda install, Python conda create, Python conda activate, Python cffi.FFI, Python ctypes.Structure, Python ctypes.byref, Python ctypes.pointer, Python cProfile.Profile, Python pstats.sort_stats, Python timeit.default_timer, Python zoneinfo.ZoneInfo.from_file, Python xml.dom.minidom.parse, Python xml.dom.minidom.parseString, Python xml.sax.parse, Python xml.sax.ContentHandler, Python configobj.ConfigObj, Python tomli.load, Python yaml.Loader, Python pydoc -w, Python Sphinx autodoc, Python unittest.mock.patch.object, Python unittest.mock.call_args, Python 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Variables, Data Types, Control Structures, Loops, Functions, Modules, Packages, File Handling, Errors and Exceptions, Classes and Objects, Inheritance, Polymorphism, Encapsulation, Abstraction, Lists, Dictionaries, Tuples, Sets, String Manipulation, Regular Expressions, Comprehensions, Lambda Functions, Map, Filter, and Reduce, Decorators, Generators, Context Managers, Concurrency with Threads, Asynchronous Programming, Multiprocessing, Networking, Database Interaction, Debugging, Testing and Unit Testing, Virtual Environments, Package Management, Data Analysis, Data Visualization, Web Scraping, Web Development with Flask/Django, API Interaction, GUI Programming, Game Development, Security and Cryptography, Blockchain Programming, Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, Robotics, Scientific Computing, Data Engineering, Cloud Computing, DevOps Tools, Performance Optimization, Design Patterns, Type Hints, Version Control with Git, Documentation, Internationalization and Localization, Accessibility, Configurations and Environments, Continuous Integration/Continuous Deployment, Algorithm Design, Problem Solving, Code Readability, Software Architecture, Refactoring, Integration with Other Languages, Microservices Architecture, Serverless Computing, Big Data Analysis, Internet of Things (IoT), Geospatial Analysis, Quantum Computing, Bioinformatics, Ethical Hacking, Artificial Intelligence, Augmented Reality and Virtual Reality, Blockchain Applications, Chatbots, Voice Assistants, Edge Computing, Graph Algorithms, Social Network Analysis, Time Series Analysis, Image Processing, Audio Processing, Video Processing, 3D Programming, Parallel Computing, Event-Driven Programming, Reactive Programming.
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