#supervisedtraining

[roadmaperp-software]

HITL is a mechanism that leverages human interaction to train, fine-tune, or test specific systems such as AI models or machines to get the most accurate results possible.

In general, HITL provides following contributions to AI models👩‍💻:

Data labelling: People contribute to machine learning's understanding of the world by accurately labelling data.

Feedback: With a specific confidence interval, machine learning models forecast cases. Data scientists give feedback to the machine learning model to enhance its performance when the model's confidence falls below a predetermined level.

[eurekakinginc]

"[P] MagNet: High-Level PyTorch API for Quick Experimentation"- Detail: https://ift.tt/2PAR2rl everyone,I'm an independent developer working on my own ML projects for about a year now.For the past six months, I've been building a wrapper around PyTorch for making Deep Learning development easier.It's called MagNet.The core idea of MagNet is the Node.Nodes are PyTorch modules that can change their properties dynamically based on the computational graph.This way, they attach to each other... like magnets!For example you can define a simple 3-layer CNN as follows.model = nn.Sequential(mn.Conv(32), *mn.Conv() * 2, mn.Linear(10, act=None)) Note that you only need to specify the bare essentials.No need to specify the strides, paddings, input sizes, or even flatten the output before feeding it to the final layer.Also, MagNet provides a customizable Trainer class which helps you avoid writing boilerplate code and focus on the project at hand.trainer = SupervisedTrainer(model) # Tracks the loss, metrics and adds a nice progress-bar monitor_callback = callbacks.Monitor() # Train the model for one epoch trainer.train(data(batch_size=64, shuffle=True), callbacks=[monitor_callback]) I've found that MagNet has greatly reduced my codebase and increased my productivity.I’m really excited to see how this framework will enable developers to create better Deep Learning projects, and discover new possibilities.Really appreciate if you guys could take a look at it and tell me what you think.. Caption by svaisakh. Posted By: www.eurekaking.com

[5minutesartwork]

Supervised . . . . . . . . #art #catsofinstagram #artwork #supervisedweightloss #5minutesart #supervised #artist #supervisedinjection #5minutesartwork #supervisedlearning #5minutesartisanbread #weightloss #painting #supervisedoutsidetime #sketchbook #supervisedplaytime #artistic #supervisedtraining #drawing #health #sketch #healthy #draw #harmreduction #illustration #supervisedvisitation #watercolor #supervisedpractice #artoftheday #goals — view on Instagram https://ift.tt/2GPGYuk