Google JAX Cookbook
Zephyr Quent
- This
- is
- the
- practical,
- solution-oriented
- book
- for
- every
- data
- scientists,
- machine
- learning
- engineers,
- and
- AI
- engineers
- to
- utilize
- the
- most
- of
- Google
- JAX
- for
- efficient
- and
- advanced
- machine
- learning.
- It
- covers
- essential
- tasks,
- troubleshooting
- scenarios,
- and
- optimization
- techniques
- to
- address
- common
- challenges
- encountered
- while
- working
- with
- JAX
- across
- machine
- learning
- and
- numerical
- computing
- projects.The
- book
- starts
- with
- the
- move
- from
- NumPy
- to
- JAX.
- It
- introduces
- the
- best
- ways
- to
- speed
- up
- computations,
- handle
- data
- types,
- generate
- random
- numbers,
- and
- perform
- in-place
- operations.
- It
- then
- shows
- you
- how
- to
- use
- profiling
- techniques
- to
- monitor
- computation
- time
- and
- device
- memory,
- helping
- you
- to
- optimize
- training
- and
- performance.
- The
- debugging
- section
- provides
- clear
- and
- effective
- strategies
- for
- resolving
- common
- runtime
- issues,
- including
- shape
- mismatches,
- NaNs,
- and
- control
- flow
- errors.
- The
- book
- goes
- on
- to
- show
- you
- how
- to
- master
- Pytrees
- for
- data
- manipulation,
- integrate
- external
- functions
- through
- the
- Foreign
- Function
- Interface
- (FFI),
- and
- utilize
- advanced
- serialization
- and
- type
- promotion
- techniques
- for
- stable
- computations.If
- you
- want
- to
- optimize
- training
- processes,
- this
- book
- has
- you
- covered.
- It
- includes
- recipes
- for
- efficient
- data
- loading,
- building
- custom
- neural
- networks,
- implementing
- mixed
- precision,
- and
- tracking
- experiments
- with
- Penzai.
- You'll
- learn
- how
- to
- visualize
- model
- performance
- and
- monitor
- metrics
- to
- assess
- training
- progress
- effectively.
- The
- recipes
- in
- this
- book
- tackle
- real-world
- scenarios
- and
- give
- users
- the
- power
- to
- fix
- issues
- and
- fine-tune
- models
- quickly.Key Learnings
pro-mbooks3 : libris
