inception | The definitive First Boot Setup script for Debian / Ubuntu

The key idea is to use merge_asof. For two task dataframes the following would find for each row in Task1 the row in Task2 where End_1 and Start_2 are closest to each other (but still End_1 <= Start_2):

GoogleNet is different than Alexnet, in GoogleNet your model has 3 outputs, 1 main and 2 auxiliary outputs connected in intermediate layers during training:

Based on the docs here:

You have 3 ways to define a model:

• Sequential: (Your First approach) The Sequential model, which is very straightforward (a simple list of layers), but is limited to single-input, single-output stacks of layers (as the name gives away).

• Functional API: (Your second approach) The Functional API, which is an easy-to-use, fully-featured API that supports arbitrary model architectures. For most people and most use cases, this is what you should be using.

• Model subclassing: Where you implement everything from scratch on your own. Use this if you have complex, out-of-the-box research use cases.

So, because Inception Model has branches, you cannot use Sequential model to implement. You should either use Functional API or create a subclass from model and implement your model from scratch.

Notice that even Functional API has some limitations. It is only suited to models that are directed acyclic graphs of layers e.g. MobileNet, Inception, etc. (models that have no cycle or loops). For more exotic architectures e.g. dynamic and recursive networks or architectures that may be changed on the fly you have to use Model Subclassing.

You can use first(where:) to find an item in your array that matches a given condition (in this case, that the user names match). It returns an optional since there's no guarantee that there will be an item that matches.

I had to stub out UserModel and UserModelData since you didn't include them, so you'll need to make sure the type names match what you had.

This is mostly because you didn't prepare your input (its dimension) for your inception model. Here is one possible solution.

Model

Short answer: first variant

According to the documentation:

Iterable map(T Function(String) f)

Returns a new lazy Iterable with elements that are created by calling f on each element of this Iterable in iteration order.

This method returns a view of the mapped elements. As long as the returned Iterable is not iterated over, the supplied function f will not be invoked. The transformed elements will not be cached. Iterating multiple times over the returned Iterable will invoke the supplied function f multiple times on the same element.

Methods on the returned iterable are allowed to omit calling f on any element where the result isn't needed. For example, elementAt may call f only once.

String join([String separator = ""])

Converts each element to a String and concatenates the strings.

Iterates through elements of this iterable, converts each one to a String by calling Object.toString, and then concatenates the strings, with the separator string interleaved between the elements.

Here is my own answer for whom might need the same clarification;

As my question based on the confusion of the roles of the SCU and GPIO, I placed the definitions with correct figures in order to make a LED ON and OFF including initialization of the pin. Please use the code in my original post above for the device requirements and complete the LED pin part by the code below;

Check this spec