ChatGPT might help us be taught new programming languages, programs, strategies, and expertise. It has change into a go-to instrument for a lot of professionals in search of to enhance their workflows or be taught one thing new. ChatGPT skilled helper prompts can scale back our dependence on Google and supply detailed plans for attaining targets.
On this submit, you’ll be taught to leverage easy ChatGPT prompts for studying a method or performing specialised duties. Particularly, you’ll discover ways to:
- Generate directions for coaching a mannequin on a TPU (Tensor Processing Unit).
- Generate detailed directions for safely reducing down a tree.
- Craft skilled helper prompts.
Get began and apply ChatGPT with my e book Maximizing Productiveness with ChatGPT. It gives real-world use instances and immediate examples designed to get you utilizing ChatGPT rapidly.
Let’s get began.
ChatGPT as Your Skilled Helper
Image generated by Adrian Tam utilizing Steady Diffusion. Some rights reserved.
Overview
This submit is split into three components; they’re
- Accelerating Machine Studying Fashions with TPUs
- A Information to Safely Slicing Down a Tree
- Tips about Writing Skilled Helper Prompts
Accelerating Machine Studying Fashions with TPUs
Within the first instance, you’ll tackle a specialised problem many knowledge scientists could also be unaware of. To speed up machine studying mannequin coaching, most engineers at the moment make the most of GPUs (Graphics Processing Models) or a number of GPUs. Nevertheless, TPUs (Tensor Processing Models) can present even sooner coaching instances. Chances are you’ll not be capable to discover many directions to make use of TPUs, however you’ll be able to ask ChatGPT for assist by writing an accurate immediate.
In your immediate, it’s best to outline:
- Actor: ChatGPT ought to behave as an expert Machine Studying Engineer.
- Request: write code for coaching picture classifier on TPU.
- Surroundings: Google Colab.
For instance, the immediate might be the next:
Act as an expert Machine Studying Engineer and write the Python code for coaching the TensorFlow Picture classification mannequin on TPU. The computing setting is Google Colab.
That is the output you may even see from ChatGPT’s response:
|
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
|
import tensorflow as tf
# Verify if TPU is out there
strive:
tpu = tf.distribute.cluster_resolver.TPUClusterResolver() # TPU detection
tf.config.experimental_connect_to_cluster(tpu)
tf.tpu.experimental.initialize_tpu_system(tpu)
technique = tf.distribute.experimental.TPUStrategy(tpu)
print(“Operating on TPU:”, tpu.grasp())
besides ValueError:
technique = tf.distribute.OneDeviceStrategy(“GPU”)
print(“Operating on GPU or CPU”)
# Load and preprocess your dataset
# Change `your_dataset` with your personal dataset loading and preprocessing code
# Outline the mannequin structure
# Change `your_model` with your personal mannequin structure
# Compile the mannequin
# Change `your_loss`, `your_metrics`, and `your_optimizer` with acceptable values
with technique.scope():
mannequin = your_model
mannequin.compile(loss=your_loss, metrics=your_metrics, optimizer=your_optimizer)
# Outline coaching parameters
# Change `your_epochs` and `your_batch_size` with acceptable values
epochs = your_epochs
batch_size = your_batch_measurement
# Practice the mannequin
# Change `your_training_data` with your personal coaching knowledge
mannequin.match(your_training_data, epochs=epochs, batch_size=batch_size)
# Consider the mannequin
# Change `your_test_data` with your personal check knowledge
loss, accuracy = mannequin.consider(your_test_data)
print(“Check loss:”, loss)
print(“Check accuracy:”, accuracy)
|
The ChatGPT instance demonstrates how you can practice a mannequin on TPU by producing Python code with placeholders. To correctly execute the code, you should exchange the placeholders along with your dataset loading and preprocessing code, mannequin structure, loss perform, analysis metrics, optimizer, coaching parameters, coaching knowledge, and check knowledge.
After changing the code, you’ll be able to copy and paste it into a brand new Colab pocket book and run the code with TPU {hardware} acceleration. The code you obtained will not be absolutely executable and should include some bugs. Nevertheless, it’s best to be capable to determine them and proper them simply.
Be aware: Output from ChatGPT will not be all the time right. It’s essential to confirm the accuracy utilizing different means.
A Information to Safely Slicing Down a Tree
Within the second instance, you’ll deal with the non-technical strategies required to chop down the tree safely. To get acceptable directions, you should present enough circumstances within the immediate, reminiscent of:
- Actor: ChatGPT ought to behave as an skilled skilled arborist.
- Request: Record down the steps required for reducing down a tree safely.
- Surroundings: The tree is Field Elder, 50 ft tall, in between two homes.
- Location: Suburbs, Mountain View, and California.
For instance, the immediate to ChatGPT might be:
Act as an skilled skilled arborist and checklist the crucial security procedures for eradicating a 50-foot-tall Field Elder tree positioned between two homes in a suburban neighborhood in Mountain View, California.
That is what you may even see within the output:
As an skilled skilled arborist, I can offer you an inventory of crucial security procedures for eradicating a 50-foot-tall Field Elder tree positioned between two homes in a suburban neighborhood in Mountain View, California. It’s necessary to notice that tree removing might be harmful, and I extremely suggest consulting with an authorized arborist or tree removing skilled for such a activity. However, listed here are some normal security procedures to contemplate:
- Carry out an intensive evaluation: Earlier than beginning the tree removing course of, assess the tree’s situation, potential hazards, and the encompassing space. Search for indicators of decay, illness, or structural weaknesses which will have an effect on the tree’s stability.
- Get hold of vital permits: Verify with the native authorities and acquire any required permits or permissions for tree removing in Mountain View, California. Compliance with native laws is essential to make sure security and keep away from authorized points.
- Use correct private protecting gear (PPE): Put on acceptable PPE, together with a tough hat, security glasses, ear safety, gloves, and durable, non-slip boots. PPE helps shield towards falling particles and different potential hazards.
- Set up a security zone: Clearly mark and safe the realm across the tree to stop unauthorized entry. Use warning tape or barricades to maintain pedestrians and autos away from the work zone.
- Plan for gear and personnel: Decide the required gear, instruments, and personnel required for protected tree removing. This will embody chainsaws, ropes, rigging gear, and an skilled crew.
- Interact in correct pruning strategies: If vital, carry out tree pruning to take away useless branches or scale back the tree’s weight earlier than the principle removing course of. Correct pruning strategies assist stop accidents and management the tree’s fall route.
- Conduct managed tree felling: When felling the tree, make use of correct reducing strategies to make sure a managed fall. Think about the tree’s lean, surrounding obstacles, wind route, and different components which may affect its fall path.
- Use rigging and reducing gadgets: If the tree’s location poses a threat to close by constructions or obstacles, make the most of rigging and reducing gadgets to soundly management the tree’s descent. This system helps decrease the potential for property injury and damage.
- Carry out tree removing in sections: When coping with bigger timber, it’s usually safer to take away them in sections. This entails fastidiously reducing and reducing smaller parts of the tree to the bottom fairly than trying to fell your entire tree directly.
- Use correct tree removing strategies: Observe trade greatest practices for tree removing, together with making exact cuts, avoiding extreme pressure, and sustaining management all through the method. Pay attention to potential hazards reminiscent of limb kickback and break up wooden.
- Think about hiring professionals: Given the complexity and potential dangers concerned in eradicating a 50-foot-tall tree between two homes, it’s strongly really helpful to interact the companies of an authorized arborist or skilled tree removing firm. Their experience and specialised gear will assist guarantee a protected and environment friendly removing course of.