Search Results for "effect"
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Showing 43 open source projects for "effect"
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EconML
Python Package for ML-Based Heterogeneous Treatment Effects Estimation
...One of the biggest promises of machine learning is to automate decision-making in a multitude of domains. At the core of many data-driven personalized decision scenarios is the estimation of heterogeneous treatment effects: what is the causal effect of an intervention on an outcome of interest for a sample with a particular set of features? In a nutshell, this toolkit is designed to measure the causal effect of some treatment variable(s) T on an outcome variable Y, controlling for a set of features X, W and how does that effect vary as a function of X. -
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Causal ML
Uplift modeling and causal inference with machine learning algorithms
...CATE identifies these customers by estimating the effect of the KPI from ad exposure at the individual level from A/B experiments or historical observational data. -
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DoWhy
DoWhy is a Python library for causal inference
...Much like machine learning libraries have done for prediction, DoWhy is a Python library that aims to spark causal thinking and analysis. DoWhy provides a wide variety of algorithms for effect estimation, causal structure learning, diagnosis of causal structures, root cause analysis, interventions and counterfactuals. DoWhy builds on two of the most powerful frameworks for causal inference: graphical causal models and potential outcomes. For effect estimation, it uses graph-based criteria and do-calculus for modeling assumptions and identifying a non-parametric causal effect. ... -
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Fish Speech
SOTA Open Source TTS
...The models are evaluated with Seed TTS metrics and achieve exceptionally low word and character error rates, indicating strong intelligibility and alignment between text and audio. Fish Speech emphasizes expressive and controllable voices: it supports a long list of emotion tags, tone markers, and special audio effect markers that can be embedded in the text to drive prosody and vocal style, from basic emotions to nuanced states like sarcastic, conciliative, or hysterical. The system is multilingual and cross-lingual, handling multiple languages in a single input without explicit phoneme markup, and is trained on large-scale datasets. -
Build Agents and Models on One PlatformGemini Enterprise Agent Platform is Google Cloud's comprehensive platform for developers to build, scale, govern, and optimize agents and models. Choose from Google's most advanced models and third-party models like Anthropic's Claude Model Family.
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Ark Pixel Font
Ark pixel font - Open source Pan-CJK pixel font
Ark pixel font - Open source Pan-CJK pixel font / Ark pixel font - Open source Pan-CJK pixel font. An open-source pan-Chinese-Japanese-Korean pixel font. 10, 12 and 16 pixels are supported. The goal is to provide an out-of-the-box pixel font solution for game development that can be used for text. This project not only provides all the glyph source files, but also provides the complete program needed to build the font. This font is still in early development and still lacks a large number of... -
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AlphaGenome
Programmatic access to the AlphaGenome model
...The model analyzes DNA sequences of up to 1 million base pairs in length and can deliver predictions at single-base-pair resolution for most outputs. AlphaGenome achieves state-of-the-art performance across a range of genomic prediction benchmarks, including numerous diverse variant effect prediction tasks. -
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AbletonMCP
Ableton Live Model Context Protocol Integration
AbletonMCP connects AI assistants to Ableton Live through the Model Context Protocol. It enables prompt-assisted music production, session editing, and complete track arrangement from natural-language instructions. The system combines a Python MCP server with an Ableton MIDI Remote Script that exchanges JSON commands through TCP sockets. It can inspect sessions, create MIDI or audio tracks, build clips, insert notes, trigger clips, and control playback. The integration can also search... -
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MOSS-TTS Family
MOSS‑TTS Family open‑source speech and sound generation model
MOSS-TTS is an open-source speech and sound generation model family built for high-fidelity, expressive, and production-oriented audio workflows. It covers long-form speech, voice cloning, multi-speaker dialogue, voice design, environmental sound effects, and real-time streaming TTS. The project is designed for complex real-world use cases where a single speech model may not be enough. Its flagship model focuses on stable long speech generation, multilingual and code-switched synthesis,... -
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Pedalboard
A Python library for audio
pedalboard is a Python library for working with audio: reading, writing, rendering, adding effects, and more. It supports the most popular audio file formats and a number of common audio effects out of the box and also allows the use of VST3® and Audio Unit formats for loading third-party software instruments and effects. pedalboard was built by Spotify’s Audio Intelligence Lab to enable using studio-quality audio effects from within Python and TensorFlow. Internally at Spotify, pedalboard... -
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LatentSync
Taming Stable Diffusion for Lip Sync
LatentSync is an open-source framework from ByteDance that produces high-quality lip-synchronization for video by using an audio-conditioned latent diffusion model, bypassing traditional intermediate motion representations. In effect, given a source video (with masked or reference frames) and an audio track, LatentSync directly generates frames whose lip motions and expressions align with the audio, producing convincing talking-head or animated lip-sync output. The system leverages a U-Net diffusion backbone, with cross-attention of audio embeddings (via an audio encoder) and reference video frames to guide generation, and applies a set of loss functions (temporal, perceptual, sync-net based) to enforce lip-sync accuracy, visual fidelity, and temporal consistency. ... -
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SleepFM-Clinical
Improve human sleep through scientifically
...It also integrates tools for clinicians to configure sessions, annotate events, and potentially link with biofeedback data, enabling a more nuanced understanding of sound’s effect on sleep architecture over time. -
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Flax
Flax is a neural network library for JAX
...Its design separates pure computation from state by threading parameter collections and RNGs explicitly, enabling reproducibility, transformation, and easy experimentation with JAX transforms like jit, pmap, and vmap. Modules define parameterized computations, but initialization and application remain side-effect free, which pairs naturally with JAX’s staging and compilation model. Flax emphasizes composability: optimizers, training loops, and checkpointing are provided as examples or utilities rather than monolithic frameworks, encouraging research-friendly customization. The library is widely used in vision, language, and reinforcement learning, often serving as a thin layer atop NumPy-like JAX primitives. ... -
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Agent Payments Protocol (AP2)
Building a Secure and Interoperable Future for AI-Driven Payments
AP2 is a project released by Google’s “Agentic Commerce” initiative, focusing on a protocol and reference implementation for agent-driven or AI-mediated payments. In effect, AP2 aims to define a secure, interoperable protocol that allows software agents to act on behalf of users—making payments or shopping decisions autonomously—while preserving necessary security, auditability, and trust. The repository contains sample scenarios (in Python, Android, etc.) that illustrate how agents, servers, and payments flows would work under the protocol. ... -
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MedicalGPT
MedicalGPT: Training Your Own Medical GPT Model with ChatGPT Training
MedicalGPT training medical GPT model with ChatGPT training pipeline, implementation of Pretraining, Supervised Finetuning, Reward Modeling and Reinforcement Learning. MedicalGPT trains large medical models, including secondary pre-training, supervised fine-tuning, reward modeling, and reinforcement learning training. -
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EduCDM
The Model Zoo of cognitive diagnosis models
The Model Zoo of Cognitive Diagnosis Models, including classic Item Response Ranking (IRT), Multidimensional Item Response Ranking (MIRT), Deterministic Input, Noisy "And" model(DINA), and advanced Fuzzy Cognitive Diagnosis Framework (FuzzyCDF), Neural Cognitive Diagnosis Model (NCDM), Item Response Ranking framework (IRR), Incremental Cognitive Diagnosis (ICD) and Knowledge-association baesd extension of NeuralCD (KaNCD). Cognitive diagnosis model (CDM) for intelligent educational systems... -
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Auto Movie Assembler
Automating making many trailer-like videos with a single click!
This program can mass create multiple promotional movies at once using only these elements: - Pre-recorded .mp4 video clips. - Title card .png image file. - Ending card .png image file. - Sound effect 1 that plays during the Title card. - Sound effect 2 that plays during the Ending card. It will join the video clips in a alphabetical order, apply a Fade from Black transitions to all them individually, place a Title Card + sound effect after the first clip and an Ending Card with stylish Fade from White effect, also with its own sound effect. ... -
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NAVAL-SEM
Award-winning open-source offline SEM platform for PLS-SEM & CB-SEM
...Features include: • PLS-SEM & CB-SEM • Bootstrapping, mediation, moderation & conditional process analysis • HTMT, AVE, Composite Reliability, Cronbach's Alpha, Fornell-Larcker • VIF, f² effect size, indirect effects, Q² blindfolding, PLSpredict, CVPAT • Multi-Group Analysis (MGA), HOC, MICOM • IPMA, NCA, nonlinear effects, FIMIX-PLS, PLS-POS, endogeneity checks • EFA, CVI, measurement validation, fsQCA • APA report generation and R/Python/Lavaan export Fully offline and available for Windows, macOS, and Linux. Recognized with the SourceForge Rising Star Award. -
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ESRM
Un "Screen Recorder" codificado 100% con AI, escrito en python.
...Puede ajustar los efectos que requiera los cuales se aplicarán con ayuda de ffmpeg en tiempo real, no necesita de un editor de video externo, puede añadir nitidez, brillo, saturación y demás a la grabación. Este programa también está disponible por medio de el package manager PIP (pypi.org). Ejecute "pip install effect-srm" para instalar, una vez instalado, en CMD y otra terminal, puede ejecutar uno de los siguientes comandos: - srm - esrm - effect-screen-recorder-master -
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SonicDive-8D-Music-Player
SonicDive 8D Music Player v-1.0
... 🎚️ Audio Effects & Modes Choose from a variety of sound profiles to match your mood: 🔊 Flat 🎧 3D Audio 🎧 8D Audio 🎤 Hip-Hop 🎻 Classic 🎸 Rock 🎥 Dolby Effect -
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MCPower
MCPower — simple Monte Carlo power analysis for complex models
MCPower-GUI is a desktop application that provides a graphical interface for the MCPower Monte Carlo power analysis library. It guides users through the full workflow across three tabs: Model setup (formula input with live parsing, CSV data upload with auto-detected variable types, effect size sliders, and correlation editing), Analysis configuration (find power for a given sample size or find the minimum sample size for a target power, with multiple testing correction and scenario analysis), and Results (interactive charts, exportable tables, and auto-generated Python replication scripts). Supports both standard linear models and mixed-effects models. ... -
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Hyperfit
Software for calibration of hyperelastic constitutive models
This software allows to fit various hyperelastic constitutive models. Optimal set of parameters of a selected constitutive model can be identified. Many advanced setting, methods and corrections are available to get optimal results according to the user's preference. -
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Cowser
greets you with ASCII art animals. Inspired by cowsay
Cowser is a command-line tool (and Python library) that wraps a message in a speech or thought bubble and prints it above a randomly chosen animal. It supports 35 built-in animals, cowsay-style moods, colors, fortunes, interactive REPL sessions, and user-supplied art packs — while staying a pure, side-effect-free function you can also call from your own code. -
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Toadflax
graphical front-end for editing/transposing abc music files
...The source can be hand-edited or transformed in various ways using an adaptation of the abc2abc program. Perhaps the most useful feature that this provides is transposition with the ability to instantly see the effect of a transposition. -
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eCxx
A C++ library for AVR and NodeMCU
NOTE: This project is marked with 'Status: Abandoned' on SourceForge because not enough time can be dedicated to this project. However it may still get sporadic commits to the repository. eCxx is a library for AVR and NodeMCU tailored for micro LED displays and lighting effects. eCxx is utilizing Makefile build system. Java and Python based applications/tools are also included to ease the development and debugging process using the host PC. On one side, eCxx supports the original... -
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CausalNex
A Python library that helps data scientists to infer causation
CausalNex is a Python library that uses Bayesian Networks to combine machine learning and domain expertise for causal reasoning. You can use CausalNex to uncover structural relationships in your data, learn complex distributions, and observe the effect of potential interventions.
