In a typical machine learning(ML) work flow, we program the feature production, training, and inference. We do that mostly using frameworks to write high-level program and not have to manage the low level details required for ML or deep learning (DL). The pytorch or tensorflow (frameworks) calls the cuda if available and the operations are now performed on the GPU. DL models have achieved state-of-the-art (SOTA) performance in multiple-domains due to their hierarchial structure of parametric as well as non-parametric layers. Therefore, CUDA has to descide on how to perform the operations. Libraries like cuBLAS, cuDNN, or PyTorch’s built-in kernels are highly optimized for common operations (matrix multiply, convolutions, etc.). But if our applications have specialized algorithms, unique data layouts, and non-standard precision or formats, then CUDA might not perform well. Therefore, you write CUDA program for faster execution.
However, CUDA programming is very manual and tedious. It works on the principle of Scalar Program, Blocked threads. This means we have to define what each thread does and manage it. It is a low-level programming method. Therefore, Triton was developed to make the specialized algorithms faster and CUDA programming a little less tedious and manual. Triton is a high-level CUDA programming method. It works on the principle of Blocked Program, Scalar Threads. This means that instead of managing each thread we manage a group of threads instead. And Trition handles the actual operation based on our memory flow and our data flow and chooses the optimum way to perform the given task/operation. Making it faster for the specialized use cases.
Therefore, Triton has gained popularity and is helping researchers and developers with cuda programming.
When it comes to language learning, focusing on phrases and sentences rather than isolated words can make a significant difference. While memorizing vocabulary lists might seem like a straightforward approach, it often leaves learners struggling to use those words in real-life situations. Words alone rarely convey complete meaning; context is crucial. By learning phrases and sentences, you naturally absorb grammar, word order, and common expressions, making your speech sound more natural and fluent.
For example, knowing the word “book” is helpful, but learning the phrase “I’d like to book a table” is far more practical. Phrases provide ready-made building blocks for conversation, reducing the mental effort needed to construct sentences from scratch. This approach also helps with pronunciation and intonation, as you practice speaking in chunks rather than isolated syllables.
Moreover, sentences and phrases expose you to cultural nuances and idiomatic expressions that single words cannot convey. This leads to better comprehension when listening or reading, and more confidence when speaking. In summary, prioritizing phrases and sentences accelerates your ability to communicate effectively, making language learning more enjoyable and efficient.
Below are some of the anki decks that can be used:
Deutsch:
German Sentences
Part 1 - A1 and A2: https://ankiweb.net/shared/info/785874566
Part 2 - B1 : https://ankiweb.net/shared/info/17323417
Part 3 - B2-C1 : https://ankiweb.net/shared/info/944971572
German 7000 Intermediate/Advanced Sentences w/ Audio
Part 1 : https://ankiweb.net/shared/info/1125602705
| Compound Noun | Meaning | | ————— | —————- | | Krankenhaus | hospital | | Zahnarzt | dentist | | Augenarzt | eye doctor | | Kopfschmerzen | headache | | Rückenschmerzen | back pain | | Körperpflege | body care | | Krankenkasse | health insurance | | Herzschlag | heartbeat | | Blutdruck | blood pressure | | Hausarzt | family doctor | | Notaufnahme | emergency room | | Krankenwagen | ambulance |
🎓 School & Learning (Schule und Lernen)
| Compound Noun | Meaning | | —————– | ——————- | | Schulbuch | school book | | Lehrerzimmer | teacher’s room | | Sprachschule | language school | | Hausaufgabe | homework | | Klassenarbeit | class test | | Stundenplan | schedule/timetable | | Schultasche | school bag | | Schulweg | way to school | | Schülerausweis | student ID card | | Schulzeit | school time | | Unterrichtsstunde | lesson | | Schulanfang | beginning of school |
