Top Tweets for #12ways
12 Quick Ways to Reduce Stress Now
https://t.co/4Mm5gfxfl4
#reducestress #stress #learn #lamuscle #knowledge #article #now #exercise #gym #therapy #calm #natural #supplements #getstronger #loseweight #12ways
12 Ways to Spot a Manipulative Man
https://t.co/4loc8hcNrh
#manipulation #manipulatives #male #12ways #lamuscle #knowledge #health #fitness #tipsandtricks #learn #howto #exercise #gym #natural #gaslighting #KnowTheTruth
#DataScience #HPC #12ways 12: Choose your comparison points well
"Make sure to only compare performance or accuracy if your model is unlikely to win in both categories!"
https://t.co/PE0xSqDHUB
> Always present both accuracy and performance.
@acmrep #AI
#DataScience #HPC #12ways 11: Train on unreasonably large examples
"Larger computations are simpler to parallelize and achieve higher flop rates"
https://t.co/PE0xSqEfK9
> Always define and consider input sizes carefully in performance analysis of learning systems
@acmrep #AI
#DataScience #HPC #12ways 10: Do not consider reading the data
"When measuring performance numbers, make sure all needed data is already loaded into main memory"
https://t.co/PE0xSqDHUB
> Consider the whole system pipeline for analyzing performance of ML workloads
@acmrep #AI
#DataScience #HPC #12ways 9: Donβt worry about inference costs
"If you want to show quickest time to some accuracy, use a large model!"
https://t.co/PE0xSqDHUB
> For practical ML workloads, the center of attention should lie on inference efficiency.
@acmrep #AI
#DataScience #HPC #12ways 8: Compare outdated/general purpose HW to specialized HW
"Make sure to compare to the oldest and most generic machine you can find!"
https://t.co/PE0xSqDHUB
> Ensure a fair comparison for different hardware.
@acmrep #AI
#DataScience #HPC #12ways 7: Optimize only for one network
"Carefully tune your experiment, code, and architecture to a specific problem!"
https://t.co/PE0xSqDHUB
> Always analyze and present a set of workloads covering the full workload space of interest.
@acmrep #AI
#DataScience #HPC #12ways 6: Show only kernels/subsets when scaling
"Always present the fastest kernel as this will result in highest flop rates!"
https://t.co/PE0xSqEfK9
> Always consider a complete problem when
benchmarking and showing performance results.
@acmrep #AI
#DataScience #HPC #12ways 5: Report highest (exa)op/s rates
"Floptimization is about reporting the highest flop/s rates! Thus use the smallest datatypes!"
https://t.co/PE0xSqEfK9
> Only count the actual operations that are computed.
@acmrep #AI
#DataScience #HPC #12ways 4: Do not report hyperparameter tuning cost!
"Hyperparameter tuning can be expensive, so do not talk about it when reporting costs or runtimes"
https://t.co/PE0xSqDHUB
> Document all hyperparameter tuning required for achieving the result
@acmrep #AI
And we still grinding, #12ways
After a great conversation with @TylerBowen i am blessed to have earned a offer from Virginia Tech @CoachMartinezDV @CoachQBJames @JMitchQB9 @tempo_strike @CoachPolite10 @drobalwayzopen @OldSchoolQB @jlovvorn7
#DataScience #HPC #12ways 2: Trade convergence for performance!
Make sure to report the speedup per iteration if converging the model suddenly takes more iterations ;-)!
https://t.co/PE0xSqEfK9
Carefully analyze convergence rates if you change the computation.
@acmrep #AI
#DataScience #HPC #12ways 1: Scale computations at all cost!
Ignore the tradeoff between performance and accuracy when choosing minibatch sizes or pipeline parallelism :-)!
https://t.co/PE0xSqEfK9
The tradeoff between convergence and minibatch sizes is complex.
@acmrep #AI
12 Ways to Save The World - 11. Timebanking https://t.co/TXnT8bfAZD
@TimebankingUK @TBUKMartin @davidboyle1958 #timebanking #12ways
A shout out for @Tentshare1 - one of my 12 Ways to Save the World https://t.co/TXnT8bfAZD
#12ways #sharingeconomy #lovecamping
12 Ways to Save the World 9 - Repair Cafes and Restart Parties https://t.co/Lz2vZZAzzj
@cambrepaircafes @restartproject #repaircafes #restartparties #rightorepair #12ways
12 Ways to Save the World 6 - Little Libraries and BookCrossing
https://t.co/Lz2vZZAzzj #LittleLibrary https://t.co/kPHXoqPtvS @BookCrossing @BookCrossingCom #12ways
12 ways to save the world. 5 - Libraries of Things. Did you know the average power drill is used for 13 minutes in its lifetime?
https://t.co/Lz2vZZAzzj @sharefrome @libraryofthings #share #libraryofthings #12ways
12 ways to save the world. 3. Today it's Freegle
@thisisfreegle #12ways #reuse https://t.co/Lz2vZZAzzj
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