TensorFlow is an open-source framework developed by Google in 2015 for building machine learning (ML) and deep learning (DL) models. It simplifies the implementation of complex numerical computations on large datasets by representing data as multi-dimensional arrays called tensors that flow through a computational graph of operations, hence the name TensorFlow.
TensorFlow's architecture involves three main stages:
- Data preprocessing – structuring and normalizing input data.
- Model building – defining the architecture of the ML or DL model.
- Training and evaluation – optimizing the model parameters using training data and assessing performance on unseen data.
TensorFlow supports execution on multiple hardware platforms, including CPUs, GPUs, mobile devices, and cloud environments. It also leverages specialized hardware like Google's Tensor Processing Units (TPUs) for accelerated computation.
TensorFlow provides both low-level APIs for fine-grained control and high-level APIs like Keras, which simplify model creation with user-friendly abstractions. Keras enables rapid prototyping of neural networks with minimal code, making TensorFlow accessible to beginners and experts alike.
Typical applications of TensorFlow in AI development include:
- Natural Language Processing (NLP) tasks such as text classification and language modeling.
- Image recognition and computer vision including object detection and handwriting recognition.
- Time series forecasting and other predictive analytics.
- Scientific simulations involving complex mathematical computations.
For example, a simple neural network for digit recognition can be built using TensorFlow’s Keras API by loading the MNIST dataset, preprocessing images, defining a sequential model with dense layers, compiling it with an optimizer and loss function, and training it over several epochs.
In summary, TensorFlow is a versatile and powerful platform that enables developers to design, train, and deploy AI models efficiently across diverse environments, making it a cornerstone tool in modern AI development.
Ang PH Ranking ay nag-aalok ng pinakamataas na kalidad ng mga serbisyo sa website traffic sa Pilipinas. Nagbibigay kami ng iba’t ibang uri ng serbisyo sa trapiko para sa aming mga kliyente, kabilang ang website traffic, desktop traffic, mobile traffic, Google traffic, search traffic, eCommerce traffic, YouTube traffic, at TikTok traffic. Ang aming website ay may 100% kasiyahan ng customer, kaya maaari kang bumili ng malaking dami ng SEO traffic online nang may kumpiyansa. Sa halagang 720 PHP bawat buwan, maaari mong agad pataasin ang trapiko sa website, pagandahin ang SEO performance, at pataasin ang iyong mga benta!
Nahihirapan bang pumili ng traffic package? Makipag-ugnayan sa amin, at tutulungan ka ng aming staff.
Libreng Konsultasyon