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Fast-LLM-Agent-MCP Public
This repo covers LLM, Agents concepts both theoretically and practically: LLMs, RAG, Fine Tuning, Agents, Tools, MCP, AWS Strands Agents, Google Agent Development Kit, ADK, Reference Documents, etc.
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Fast-Docker Public
This repo covers containerization and Docker Environment: Docker File, Image, Container, Commands, Volumes, Networks, Swarm, Stack, Service, possible scenarios.
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Fast-Kubernetes Public
This repo covers Kubernetes with LABs: Kubectl, Pod, Deployment, Service, PV, PVC, Rollout, Multicontainer, Daemonset, Taint-Toleration, Job, Ingress, Kubeadm, Helm, etc.
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Fast-AWS Public
This repo covers AWS Hands-on Labs for different AWS services
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AI-Content-Detector Public
Tool to give AI generated score, to analyze with patterns how much input text is AI generated using AWS Bedrock Llama 3.1 405B
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Fast-Terraform Public
This repo covers Terraform (Infrastructure as Code) with LABs using AWS and AWS Sample Projects: Resources, Variables, Meta Arguments, Provisioners, Dynamic Blocks, Modules, Provisioning AWS Resour…
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LSTM_RNN_Tutorials_with_Demo Public archive
LSTM-RNN Tutorial with LSTM and RNN Tutorial with Demo with Demo Projects such as Stock/Bitcoin Time Series Prediction, Sentiment Analysis, Music Generation using Keras-Tensorflow
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Fast-Kubeflow Public archive
This repo covers Kubeflow Environment with LABs: Kubeflow GUI, Jupyter Notebooks on pods, Kubeflow Pipelines, Experiments, KALE, KATIB (AutoML: Hyperparameter Tuning), KFServe (Model Serving), Trai…
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Fast-Ansible Public
This repo covers Ansible with LABs: Multipass, Commands, Modules, Playbooks, Tags, Managing Files and Servers, Users, Roles, Handlers, Host Variables, Templates and details.
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TimeSeries2DBarChartImageCNN Public archive
Conversion of the time series values to 2-D stock bar chart images and prediction using CNN (using Keras-Tensorflow)
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ml-monitoring Public archive
Forked from jeremyjordan/ml-monitoringA demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.
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CNN-TA Public archive
Algorithmic Financial Trading with Deep Convolutional Neural Networks: Time Series to Image Conversion Approach: A novel algorithmic trading model CNN-TA using a 2-D convolutional neural network ba…
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Fast-Pytorch Public archive
Pytorch Tutorial, Pytorch with Google Colab, Pytorch Implementations: CNN, RNN, DCGAN, Transfer Learning, Chatbot, Pytorch Sample Codes
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Reinforcement_learning_tutorial_with_demo Public archive
Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Pape…
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Generative_Models_Tutorial_with_Demo Public archive
Generative Models Tutorial with Demo: Bayesian Classifier Sampling, Variational Auto Encoder (VAE), Generative Adversial Networks (GANs), Popular GANs Architectures, Auto-Regressive Models, Importa…
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MusicGeneration Public archive
Music generation with LSTM model (Keras)
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BasicRNN Public archive
The aim of this implementation is to help to learn structure of basic RNN (RNN cell forward, RNN cell backward, etc..)
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BasicLSTM Public archive
The aim of this implementation is to help to learn structure of basic LSTM (LSTM cell forward, LSTM cell backward, etc..)
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AIMap Public archive
Map of Artificial Intelligence: Classifications, Approaches, Algorithms, Libraries, Tools, State of Art Studies, Awesome Repos, etc..
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SentimentAnalysis Public archive
Sentences are classified in 5 different sentiment using LSTM (Keras). Results are expressed with emoji characters.
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NeuralStyleTransfer Public archive
Art/Painting Generation using AI (Neural Style Transfer) using Tensorflow
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PolicyGradient_PongGame Public archive
Pong Game problem solving using RL - Policy Gradient with OpenAI Gym Framework and Tensorflow
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IoTWeatherSensorsAnalysis Public archive
Proposed "An Extended IoT Framework" learning part is presented with a use case on weather data clustering analysis. Sensor faults and anomalies are determined using K-means clustering (using sciki…
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SparkDeepMlpGADow30 Public archive
A Deep Neural-Network based (Deep MLP) Stock Trading System based on Evolutionary (Genetic Algorithm) Optimized Technical Analysis Parameters (using Apache Spark MLlib)
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SparkMlpDow30 Public archive
A new stock trading and prediction model based on a MLP neural network utilizing technical analysis indicator values as features (using Apache Spark MLlib)
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QLearning_CartPole Public archive
Cart Pole problem solving using RL - QLearning with OpenAI Gym Framework
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