Everything You Need to Know About PyTorch as a Skill

Having an online presence and efficient technological systems is now becoming indispensable for businesses. As the need for efficient software applications continues to grow, so does the corresponding need for people with coding and related skills. The Python programming language and the Torch machine learning library are popular coding components. Both have enjoyed widespread acceptance and application since they were developed.
So what is the relationship between Python, Torch and PyTorch when it comes to coding skills? The answer is not far away.
PyTorch Explained
PyTorch Uses and Relevance
PyTorch has been described as a ‘research-focused framework’. It presently ranks among the most widely used deep learning frameworks, especially within the research community. Many researchers prefer PyTorch for new models and algorithm prototyping due to its quality features. Among these features are a user-friendly interface and dynamic computational graphs (DCGs).
Unlike static frameworks such as TensorFlow, PyTorch utilises dynamic DCGs to ensure more flexible, imperative development without having to compile the models prior to each execution. DCGs are particularly important when modelling natural language processing (NLP) tasks due to the possibility of each input yielding a different graph structure.
Here are some organisational use cases of PyTorch:
- Stanford University is using PyTorch’s flexibility to efficiently research new algorithmic approaches
- Wadhwani AI uses PyTorch To empower cotton farmers in India
- Blue River Technology uses PyTorch for its ‘See & Spray’ solution
- Lyft uses PyTorch to power machine learning for their self-driving cars
- Disney uses PyTorch for animated character recognition
- AstraZeneca is using PyTorch-powered algorithms to discover new drugs
- Amazon Ads uses PyTorch and AWS Inferentia to scale models for ad processing
PyTorch regularly releases updates that include new features and enhancements that seek to address the increasing needs of a thriving AI community. In a nutshell, PyTorch is a powerful tool which AI and ML businesses can leverage to build and train models capable of playing key roles in solving complex problems, improving processes, and driving innovation.
Guide to Learning and Using PyTorch
Lots of resources are available out there for anyone wishing to add PyTorch to their skillset. You’ll find many of these resources on the PyTorch website. For example, the website has a ‘Learn the Basics’ tutorial that covers areas such as:
- Quickstart
- Tensors
- Datasets and DataLoaders
- Transforms
- Build Model
- Automatic Differentiation
- Optimization Loop
- Save, Load and Use Model
According to PyTorch developers, if you are already conversant with other deep learning frameworks, then the Quickstart area should be your first port of call. Quickstart will familiarise you with PyTorch’s API. If you’re a deep learning frameworks newbie, then your first destination should be the Tensors section where you’ll get a step-by-step guide.
Additionally, you can also check out other websites offering tutorials and online courses that teach PyTorch. Read as many PyTorch books as possible. Books are a rich source of knowledge for both newbies and experienced programmers. Join online PyTorch communities to network and learn.
Career Prospects With PyTorch Skills
Job with PyTorch Software Library Skill Average Base Salary (Annual)
Machine Learning Engineer $125,000
Senior Machine Learning Engineer $135,000
Software Developer $68,191
Data Scientist $99,815
Software Engineer $82,892
Junior Software Engineer $68,346
Senior Software Engineer $135,000
Machine learning Researcher $100,000
Artificial Intelligence Software Engineer $100,000
Conclusion
Remote Jobs for PyTorch
Internet Software & Services Company
Staff Site Reliability EngineerThe Foundation is looking for a Staff Site Reliability Engineer (SRE) focused on Machine Learning In
Apr 01
Financial Services / FinTech Company
Data Scientist - Financial Fraud DetectionLagos, Lagos, Nigeria Summary Our software is a money app for Africans on a mission to mak
Mar 27
Financial Services / FinTech Company
Senior Data ScientistRemote (Nigeria, Kenya, USA) Who We AreOur software is an AI-driven platform transforming clima
Mar 25
Internet Software & Services Company
Staff Site Reliability EngineerThe Foundation is looking for a Staff Site Reliability Engineer (SRE) focused on Machine Learning In
Mar 25
Internet Software & Services Company
MLOps ConsultantRemote Job About Us Begin a career with one of the world’s largest virtual companies whe
Mar 21