Tabla de Contenidos: “…Fulks, T. Kyser, K.B. Seroogy, S.M. Fleming, VOCALIZATION DEFICITS IN TRANSLATIONAL RODENT MODELS OF PARKINSON DISEASE -- C.Mertens, J.Schoentgen, F.Grenez, S.Skodda, ACOUSTICAL ANALYSIS OF VOCAL TREMOR IN PARKINSON SPEAKERS -- P. …”

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Tabla de Contenidos: “…Items required for this project -- Adafruit HUZZAH ESP8266 breakout -- USB FTDI connector -- WS2811 NeoPixels LED strip -- 5V and 3.3V (optional) power supply -- 1000μF capacitor -- Logic level shifting IC -- 400-600Ω resistor -- JST SM or JST PH connectors (optional) -- Getting the CheerLights code set up -- Set up the Arduino IDE -- Installing the NeoPixel library -- Testing the ESP8266 -- Connect the ESP8266 Huzzah to the USB FTDI connector (FT232RL) and your computer -- Switching the ESP8266&amp -- #160 -- Huzzah&amp -- #160 -- into deployment mode -- Deploying your code -- Connecting it all together -- Connecting the data pins -- Power the NeoPixels -- Power up the ESP8266 -- Programming the ESP8266 Huzzah for CheerLights -- Let's try a simple single-color display -- Let's try some interesting modifications -- Summary -- Chapter 4: Erase Parking Headaches with OpenCV and Raspberry Pi -- Introduction to smart parking systems -- Sensor devices for smart parking -- Presence sensor -- Ultrasonic sensor&amp -- #160 -- -- Camera -- Configure the camera -- Accessing our Raspberry Pi via SSH -- Machine vision systems -- Introduction to machine vision -- Testing the camera -- Installing OpenCV on the Raspberry Pi -- Detecting the vehicle plate number -- OpenALPR -- Integrating the library -- Programming the script for Python -- Cloud API -- PHP REST API script for OpenALPR -- Architecture of the parking system -- Logging spaces in a database -- Configuring a MySQL database server -- Installing MySQL -- Installing the MySQL driver for PHP -- Testing PHP and MySQL -- Installing phpMyAdmin for administrating databases -- Configuring the Apache server -- Entering the phpMyAdmin remote panel -- Integrating the Raspberry Pi and camera into the database -- Programming the script software -- Node Express app for openALPR -- Amazon Web Services IoT…”

Tabla de Contenidos: “…Infrastructure optimizations for accelerators on AWS -- Troubleshooting accelerator performance -- Summary -- References -- Chapter 5: Distribution Fundamentals -- Understanding key concepts - data and model parallelism -- What data parallel is all about -- What model parallel is all about -- Combining model and data parallel -- Distributed training on Amazon SageMaker -- Distributed training software -- SM DDP -- SMP library -- Advanced techniques to reduce GPU memory -- Tensor parallelism -- Optimizer state sharding -- Activation checkpointing -- Sharded data parallelism -- Bringing it all home with examples from models today -- Stable Diffusion - data parallelism at scale -- GPT-3 - model and data parallelism at scale -- Summary -- References -- Chapter 6: Dataset Preparation: Part Two, the Data Loader -- Introducing the data loader in Python -- Building and testing your own data loader - a case study from Stable Diffusion -- Creating embeddings - tokenizers and other key steps for smart features -- Optimizing your data pipeline on Amazon SageMaker -- Transforming deep learning datasets at scale on AWS -- Summary -- References -- Part 3: Train Your Model -- Chapter 7: Finding the Right Hyperparameters -- Hyperparameters - batch size, learning rate, and more -- Key hyperparameters in vision and language -- Tuning strategies -- Hyperparameter tuning for foundation models -- Scaling up as a function of world size with SageMaker -- Tuning on a sample of your data and updating based on world size -- Summary -- References -- Chapter 8: Large-Scale Training on SageMaker -- Optimizing your script for SageMaker training -- Importing packages -- Argument parsing -- Top usability features for SageMaker training -- Warm pools for rapid experimentation -- SSM and SSH into training instances -- Track jobs and experiments to replicate results -- Summary…”

Tabla de Contenidos: “…Backup and restore basics and user interfaces -- 15.1 User interfaces for backups and restores -- 15.1.1 The WebSM interface -- 15.1.2 The SMIT menu -- 15.1.3 The command line interface -- 15.2 Fundamental backup and restore techniques -- Chapter 16. …”

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Texto completo en Odilo

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