teleren/devto huggingface dataset:
How to Use the Gemini API: A Comprehensive Guide
Tags: ai, python
Published: 2024-07-12 08:36:38

**Introduction**
Google's Gemini API offers a powerful tool for developers to harness the capabilities of advanced language models. This article provides a step-by-step guide on how to use the Gemini API, complete with code examples.

**Prerequisites**
Before diving into the code, ensure you have the following:

A Google Cloud Platform (GCP) project with the necessary API enabled.

A Gemini API key.

The google.generativeai Python library installed: pip install google.generativeai
Getting Started
1. **Import Necessary Libraries**
Python
import google.generativeai as ai
Use code with caution.
content_copy
2. **Set Up API Key**
Replace YOUR_API_KEY with your actual API key:

Python
ai.configure(api_key="YOUR_API_KEY")
Use code with caution.
content_copy
3. **List Available Models**
Python
models = ai.list_models()
print(models)
Use code with caution.
content_copy
4. **Generate Text**
Python
prompt = "Write a poem about a robot exploring the moon."
response = ai.generate_text(prompt=prompt, model="models/text-gemini-1")
print(response.text)
Use code with caution.
content_copy
Deeper Dive into Gemini API Capabilities
Image and Text Generation

Gemini can generate text based on images Python

`# Assuming you have an image file 'image.jpg'
with open('image.jpg', 'rb') as image_file:
    image = image_file.read()

prompt = "Describe the image"
response = ai.generate_text(prompt=prompt, image=image, model="models/text-gemini-1")
print(response.text)`

**Chat Conversations**

Gemini can be used for chat applications.

Python
`messages = [
    {"role": "user", "content": "Hello, how are you?"},
    {"role": "assistant", "content": "I'm doing well, thank you for asking!"},
]

response = ai.generate_text(
    messages=messages,
    model="models/text-gemini-1",
    max_output_tokens=100
)
print(response.text)`



Gemini can generate embeddings for text.

Python

`text = "This is a text to embed."
embedding = ai.embed(text=text, model="models/embedding-gemini-1")
print(embedding)`

Additional Considerations

**Model Selection**: Gemini offers various models with different strengths. Choose the appropriate model based on your use case.
Prompt Engineering: Effective prompt engineering is crucial for obtaining desired results. Experiment with different prompts and formats.
Error Handling: Implement error handling mechanisms to gracefully handle API errors or unexpected responses.
Rate Limits: Be aware of API rate limits and adjust your usage accordingly.
Security: Protect your API key and handle user data securely.
Conclusion
The Gemini API opens up a world of possibilities for developers to create innovative applications. By following the steps outlined in this article and exploring the API's capabilities, you can harness the power of advanced language models to build exceptional products.

Note: This article provides a basic overview. For more in-depth information and advanced usage, refer to the official Gemini API documentation.
What Do Medical Billers and Coders Do?
Published: 2024-07-12 09:47:00

Medical billers and coders play a crucial role in the healthcare industry by ensuring that healthcare providers are accurately reimbursed for their services. Their duties involve handling various administrative tasks related to patient records and [insurance claims](https://www.invensis.net/ ).

**Medical Coders**

Medical coders translate healthcare services into standardized codes, which are used for billing and record-keeping purposes. 

**Their responsibilities include:**

**Reviewing Patient Records:** Coders examine patient records to determine the services and diagnoses provided.
**Assigning Codes:** They use coding systems such as ICD (International Classification of Diseases), CPT (Current Procedural Terminology), and HCPCS (Healthcare Common Procedure Coding System) to assign appropriate codes to each diagnosis and procedure.
**Ensuring Accuracy:** Coders must ensure that the codes accurately reflect the services provided, as errors can lead to claim rejections or denials.
**Staying Updated:** They keep up with changes in coding standards and healthcare regulations to ensure compliance.

**Medical Billers**
Medical billers use the codes assigned by medical coders to prepare and submit insurance claims. Their responsibilities include:

**Preparing Claims:** Billers create and submit claims to insurance companies based on the coded information.
**Following Up:** They track the status of claims and follow up with insurance companies to resolve any issues or discrepancies.
**Handling Payments:** Billers process payments from insurance companies and patients, and update patient accounts accordingly.
**Resolving Disputes:** They address any billing disputes or issues that arise, working with patients and insurance companies to find resolutions.
**Maintaining Records:** Billers keep detailed records of all transactions, payments, and communications related to billing and insurance claims.

**Skills and Knowledge**

Both medical billers and coders need a strong understanding of medical terminology, anatomy, and healthcare regulations. They must also be detail-oriented, have good communication skills, and be proficient in using specialized billing and coding software.

**Importance in Healthcare**

[Medical billers and coders](https://www.invensis.net/services/outsourcing-medical-billing ) ensure that healthcare providers receive proper reimbursement for their services, which is vital for the financial health of medical practices. They also help maintain accurate patient records and ensure compliance with regulations, contributing to the overall efficiency and effectiveness of the healthcare system.
Laravel Advanced: Top 10 Validation Rules You Didn't Know Existed
Tags: laravel, validation
Published: 2024-07-12 08:42:52

Do you know all the validation rules available in Laravel? Think again! Laravel has many ready-to-use validation rules that can make your code life a whole lot easier. Let’s uncover the top 10 validation rules you probably didn’t know existed.

### 1. **Prohibited**
Want to make sure a field is not present in the input? Use `prohibited`.
```php
'username' => 'prohibited',
```
If `username` is included in the request, validation will fail. Simple and effective, especially for a honeypot!

### 2. **Prohibits**
Need a field to prohibit another field from being present? Check this out.
```php
'password' => 'prohibits:username',
```
If `password` is present, `username` must not be.

### 3. **Required If**
This one’s a lifesaver when you need conditional validation.
```php
'email' => 'required_if:contact_method,email',
```
The `email` field is required only if `contact_method` is `email`.

### 4. **Required Unless**
Opposite of `required_if`. Use it to require a field unless another field has a specific value.
```php
'email' => 'required_unless:contact_method,phone',
```
Here, `email` is required unless `contact_method` is `phone`.

### 5. **Required Without**
This rule is great when you need a field only if another field isn’t present.
```php
'email' => 'required_without:phone',
```
If `phone` isn’t provided, `email` must be.

### 6. **Required Without All**
Step up your game by requiring a field if none of the other specified fields are present.
```php
'email' => 'required_without_all:phone,address',
```
If neither `phone` nor `address` is present, `email` is required.

### 7. **Starts With**
Check if a string starts with a given value.
```php
'username' => 'starts_with:admin,user',
```
The `username` must start with either `admin` or `user`.

### 8. **Ends With**
Similarly, check if a string ends with a specific value.
```php
'username' => 'ends_with:_admin,_user',
```
The `username` must end with either `_admin` or `_user`.

### 9. **In Array**
Confirm a field’s value exists in another **array field**.
```php
'selected_option' => 'in_array:available_options.*',
```
The `selected_option` must be one of the values in the `available_options` array.

### 10. **Different**
Make sure two fields have different values.
```php
'new_password' => 'different:current_password',
```
The `new_password` must be different from the `current_password`.

### Wrapping Up

So there you have it, folks! Ten super handy Laravel validation rules you might not have known about. Using these can save you time and make your code cleaner and more efficient.

All the above have been previously shared on our Twitter, one by one. [Follow us on Twitter](https://twitter.com/laravelbackpack); You'll ❤️ it.

You can also check the first article of the series, which is on the [Top 5 Scheduler Functions you might not know about](https://backpackforlaravel.com/articles/tips-and-tricks/laravel-advanced-top-5-scheduler-functions-you-might-not-know-about). Keep exploring, and keep coding with ease using Laravel. Until next time, happy coding! 🚀
🎉 iPhone 15 Pro Max Giveaway! 🎉
Tags: webdev, javascript, beginners, programming
Published: 2024-07-12 08:43:50


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How we design mutual fund unit allotment system
Tags: javascript, node, laravel, mysql
Published: 2024-07-12 08:45:04

We tackled the challenge of efficiently managing mutual fund investment unit data from the BSE Star API. Here's how we designed a robust and scaleable system:

Data Retrieval and Processing  
BSE Star updates units against orders throughout the market day. Handling this continuous influx of data was our primary challenge.

𝗖𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀

𝗜𝗻𝗰𝗿𝗲𝗮𝘀𝗶𝗻𝗴 𝗢𝗿𝗱𝗲𝗿 𝗩𝗼𝗹𝘂𝗺𝗲: The API returns tens of thousands of orders each run, continuously increasing.  
𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲 𝗖𝗵𝗲𝗰𝗸𝘀: Checking each order against the database was becoming a performance bottleneck.

𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀

𝗡𝗼𝗱𝗲.𝗷𝘀 𝗮𝗻𝗱 𝗖𝗿𝗼𝗻 𝗝𝗼𝗯𝘀: We used Node.js to run scheduled jobs five times a day, fetching and processing data efficiently.

𝗝𝗦𝗢𝗡 𝗙𝗶𝗹𝗲 𝗳𝗼𝗿 𝗢𝗿𝗱𝗲𝗿 𝗧𝗿𝗮𝗰𝗸𝗶𝗻𝗴: We stored processed order numbers in a date-wise JSON file. This allowed us to skip already processed orders and only insert new ones, significantly reducing database load and improving performance.

This approach ensured timely updates and notifications for our clients, enhancing the overall user experience.
Shop Handmade Jewellery Online in India
Published: 2024-07-12 08:46:10

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#24 — Repeat the Value of Each Cell N times According to the Value of the Neighboring cell
Tags: tutorial, beginners, productivity, excel
Published: 2024-07-12 08:47:01

**Problem description & analysis**:
The table below has two columns, where column B is the number.

![original table](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/l7t2bleq9em7xczbb38i.png)
We need to repeat the value of column A N times according to the value of column B and concatenate the results into one column.

![desired table](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/x796hk4sxc27ezouznyt.png)
**Solution**:
Use _**SPL XLL**_ to do this:

```
=spl("=?.conj(~2*[~1])",A1:B2)
```
As shown in the picture below:

![result table with code entered](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/c3yj60iiflbn7vcba9cf.png)
**Explanation**:
conj() function concatenates members of a sequence; ~2 represents the 2nd child member of the current member; “integer N* sequence” means copying each member of a sequence N times.
Top 10 Clean Code Rules
Published: 2024-07-12 08:47:16

An Image showing Clean Code book by Robert C Martin on top of a laptop keyboard.
According to “Clean code” book by Uncle Bob, he defined some guidances and rules that developers should follow. This is more imperative for the less experienced developers. With more experience, comes the possibility of breaking some rules or reinventing them with justifications.

**No code comments.**
A good code needs no comment. The variables, methods, and any other component of the code such as attributes should use easily identifiable and descriptive names.

“Code comments are smell, remove them.”

**Dead comments or code should be deleted.**
Any unused piece of code or comments should be deleted. The best place to find them is in the version control systems.

**Incorrect behaviour at boundaries.**
Boundaries should always be unit tested. No behaviour should be assumed.

**Positive conditionals.**
Positive conditionals are easier to read than negative conditionals.
click the link to read the full thread
https://x.com/_iamdikachi
Zhangjiagang King-Macc: Revolutionizing the Machinery Industry
Tags: design
Published: 2024-07-12 08:47:24

Sounds like the perfect topic for us to talk about: How machines are taking over the world! We have great machines because they help us make food, drink and medicine. Zhangjiagang King-Macc Machinery Manufacturing Co., Ltd., this does not know the name you will say no, I think your impression here should be better than us! They have been machine made in China for more than 20 years.

Zhangjiagang King-Macc are part of the new forces that have come to Zhangjiagang. They produce Double-Head Bending Machine in various areas, such as food and beverage industry, packaging line or medicine field. They also even make customized machines to specifically meet the needs of all their clientele. Think about it, your own machine made to order!

The company continues to innovate how machines can be enhanced. They think through awesome ideas and take the best out of science to build wonder machines. These self packaging machines are one of their best inventions. They perform the same magic trick: speeding everything up, doing things better and faster but at a fraction of the waste. It's almost uncontestable right?!

But wait, there's more! Zhangjiagang King-Macc is also making robots to help people and businesses work smarter so that they can earn more money. These robots will act as little assistants, doing the heavy lifting and mundane tasks for you. It is kind of like having a really awesome sidekick!

They have rightly won many awards for all of their great hard work and awesome machines which are backed by a solid warranty! They employ a team of highly intelligent engineers and technicians who pour over their CNC Multi-layer Bending Machine 24/7 to ensure they are all good. They also have a customer service team that you can contact whenever you need help. This is why most folks love their machines - they care for every person who may use it!

How Zhangjiagang King-Macc borne out over the years They started talking about alternative transportation and now they are a known brand all over the globe for making their awesome machines. Obviously, they take a great pride in being able to produce topnotch machinery and assisting the customers at their best as well as hiring people from nearby area. Who are kind of superhero in the machinery world.

King-Macc will make better and better Semi-Auto Pipe Bending Machine in the future, just wait for us! They are trying to help companies operate more efficiently while increasing profits. They are really revolutionizing the machine world, one disruptive engine at a time!
Earn $2.5 Per Answer
Tags: webdev, javascript, beginners, tutorial
Published: 2024-07-12 08:50:49


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/kjphjj9aunub01n6r8gc.jpg)

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We pay you in cash. Simple and fun.
网络获客活粉采集软件,获客拉群工具,获客发帖工具
Published: 2024-07-12 08:54:30



网络获客活粉采集软件,获客拉群工具,获客发帖工具



 了解相关软件请登录 http://www.vst.tw 

 

网络获客活粉采集软件，作为数字营销领域的重要工具，正日益受到企业和个人用户的关注与运用。这类软件的主要功能是通过自动化的方式，帮助用户快速获取潜在客户的信息，如电话号码、电子邮件地址等，从而支持营销和销售活动的展开。

背景介绍

随着互联网的普及和数字营销的兴起，传统的市场推广方式已经不能完全满足企业对客户获取的需求。传统的广告投放和市场调研渠道存在效率低、成本高等问题，而网络获客活粉采集软件则以其高效、精准的特点，成为了现代营销策略中的重要一环。

功能与优势

网络获客活粉采集软件主要具有以下功能与优势,

自动化数据采集, 软件通过预设的规则和搜索参数，自动在网络上搜索并采集潜在客户的信息，节省了大量人力和时间成本。

精准的目标定位, 可根据用户设定的关键词、地理位置等条件，精确锁定目标客户群体，提高了营销效果和转化率。

多渠道信息整合, 能够从多个平台和来源获取客户信息，包括社交媒体、企业网站、论坛等，为用户提供全面的客户信息数据库。

数据分析与管理, 提供数据分析工具，帮助用户对采集的数据进行分析和整理，支持客户管理和营销决策的制定。

合规性与隐私保护, 大多数软件在数据采集过程中，遵循相关的法律法规，保护用户隐私，避免不当使用客户信息的风险。

应用场景

网络获客活粉采集软件广泛应用于各种营销活动中,

目标客户开发, 通过采集大量潜在客户信息，帮助企业快速建立客户数据库，并进行有效的客户开发和跟进。

市场调研与竞争分析, 借助采集软件获取竞争对手的市场动态和客户反馈，支持企业制定针对性的竞争策略。

个性化营销, 根据采集到的客户数据，进行个性化的营销和推广活动，提升品牌曝光和客户转化率。

未来发展趋势

随着人工智能和大数据技术的进步，网络获客活粉采集软件将不断发展和完善,

智能化数据分析, 结合人工智能技术，实现更精确的数据分析和预测，提升营销决策的科学性和准确性。

跨平台整合, 支持不同平台和数据源的无缝整合，实现更全面、一体化的客户信息管理和营销服务。

用户体验优化, 强化用户界面设计和操作体验，降低用户的学习曲线，提高软件的易用性和用户满意度。

网络获客活粉采集软件作为数字化营销的重要工具，为企业在竞争激烈的市场中保持竞争优势提供了强大支持。随着技术的不断进步和应用场景的扩展，其在未来的发展前景仍然十分广阔。

 了解相关软件请登录 http://www.vst.tw 

 



Tag:获客营销机器人,获客营销软件,获客引流软件,获客获取软件,获客加粉软件,获客群控机器人,获客群控软件,获客群控群控,获客群控专家,获客群控大师机器人,获客群控推广软件,获客群控引流工具,获客营销大师,获客推广专家
纸飞机群发软件,纸飞机推广引流系统,纸飞机群发防封号工具
Published: 2024-07-12 08:56:43



纸飞机群发软件,纸飞机推广引流系统,纸飞机群发防封号工具



 了解相关软件请登录 http://www.vst.tw 

 

纸飞机群发软件,让信息传播更简单

在数字化时代，信息的传播速度和方式发生了翻天覆地的变化。从最初的电报到如今的社交媒体，人类与人类之间的沟通变得前所未有的便捷和迅速。而在这些传播方式中，纸飞机群发软件则展示了一种独特且富有创意的方式，让信息传播变得更加有趣和生动。

纸飞机群发软件，作为一种互动性强、传播形式新颖的工具，不仅仅是信息传递的手段，更是一种社交互动的媒介。它通过模拟纸飞机的形式，将文字、图片或者视频等信息封装在虚拟的“纸飞机”中，然后通过软件的平台进行群发。接收者可以通过点击或者滑动的方式“接住”这些纸飞机，从而打开并查看其内容。这种模拟现实中玩耍纸飞机的场景，不仅增加了信息的趣味性，也拉近了人与人之间的距离。

纸飞机群发软件的应用场景十分广泛。从个人生活到商业推广，从教育培训到公益活动，都能看到其独特的身影。比如在个人生活中，可以通过这样的软件向朋友发送生日祝福或者节日问候；在商业推广中，可以利用纸飞机软件进行产品宣传和品牌推广；在教育领域，可以设计互动性强的学习活动；在公益活动中，可以通过纸飞机软件号召更多人参与到公益事业中来。

此外，纸飞机群发软件也对创意和设计能力提出了新的挑战。发送者需要设计吸引人的纸飞机外形和内容，使之既引人注目又能传达清晰的信息，这不仅考验了视觉艺术的能力，也促进了创意思维的发展。

然而，随着纸飞机群发软件的流行，也需要注意其使用中可能存在的道德和法律问题。例如，信息的合法性和隐私保护等问题需要引起足够重视，确保信息传播的同时不违反相关法律法规和个人隐私权。

总的来说，纸飞机群发软件作为一种创新的信息传播工具，不仅丰富了传播形式，提升了信息传递的趣味性，也为人们之间的交流和互动带来了新的可能性。未来随着技术的进一步发展，它有望在各个领域中发挥更大的作用，成为信息传播和社交互动的重要工具之一。

 了解相关软件请登录 http://www.vst.tw 

 



Tag:纸飞机营销机器人,纸飞机营销软件,纸飞机引流软件,纸飞机获取软件,纸飞机加粉软件,纸飞机群控机器人,纸飞机群控软件,纸飞机群控群控,纸飞机群控专家,纸飞机群控大师机器人,纸飞机群控推广软件,纸飞机群控引流工具,纸飞机营销大师,纸飞机推广专家
Custom Yard Sign Design and Printing | High-Quality, Personalized Options for Any Business
Published: 2024-07-12 09:02:44

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How to Benefit from AZ 700 Dumps in Your Study Strategy
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Published: 2024-07-12 09:07:33

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AI Tracking Software in KSA revolutionizing business with Artificial Intelligence
Tags: ai, technology, software
Published: 2024-07-12 09:03:42

The KSA is on the cutting edge in technological advancement, one among the technologies that is being used in the KSA are [artificial intelligence](https://www.expediteiot.com/artificial-intellingence-in-saudi-qatar-and-oman/) (AI). From improving business processes and enhancing customer service, AI software in Riyadh can revolutionize a range of sectors. 

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