The artificial neural network prediction tool
For data regression and prediction, Visual Gene Developer includes an artificial neural network toolbox. You can easily load data sets to spreadsheet windows and then correlate input parameters to output variables (=regression or learning) on the main configuration window. Because the software provides a specialized class whose name is 'NeuralNet', users can directly access to the class to make use of neural network prediction toolbox when they develop new modules. A user can use maximum 5 instances of NeuralNet including 'NeuralNet', 'NeuralNet2', 'NeuralNet3', 'NeuralNet4', and 'NeuralNet5'.
We used a typical feed-forward neural network with a standard backpropagation learning algorithm to train networks and provides several different transfer functions. Without using gene design or optimization, our neural network package works perfectly independently even though all menus are still in the software environment. In this section, we shortly describe the artificial neural networks and then demonstrate how to use neural network toolbox and the class.
New update: if you are a programmer and want to use trained neural network files in your own programs, check NeuralNet.java.
Visual Gene Developer is a free software for artificial neural network prediction for general purposes!!!
Check built-in analysis tools: data normalization, pattern analysis, network map analysis, regression analysis, programming function
o Artificial neural network
From Sang-Kyu Jung & Sun Bok Lee, Biotechnology Progress, 2006.
Simple slides here.
o How to use artificial neural network toolbox
Step 1: Prepare data set
Here is a simple example. Using Microsoft Excel, the following table was generated. Click here to download 'Sample SinCos.xls'
In the 'Equation', 'Calculated Output1' and 'Calculated Output2' were divided by 2 or 3 to normalize data. Keep in mind that all data values should be less than 1 and must be normalized if they are bigger than 1. If the numbers are higher than 1 it may mean that they are out of range for the neural network prediction.
New update! A new function for data normalization has been implemented!
| Equation |
Input1=Rand()
'random number between 0 and 1 Input2=Rand() 'random number between 0 and 1 Input3=Rand() 'random number between 0 and 1 Calculated Output1=(Input1+Input2^Input3)/2 Calculated Output2=(Input1+Sin(Input2)+Cos(Input3))/3 |
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Step 2: Configure a neural network
1. Click the 'Artificial neural network' in the 'Tool' menu
2. You can see the window titled 'Neural Network Configuration'. Adjust parameters as shown in the 'Topology setting' and 'Training setting'
3. First, click on the 'Training pattern' button in order to set up the training data set. Immediately, you can see a new pop-up window. But it doesn't include any data initially.
The sum of error is defined by the following equation.
4. Copy the following region of the training data set in the Excel document
5. Click on the 'Paste all columns' button in the 'Neural Network - Training Pattern' window. It retrieves text data from the clipboard and pastes it to the table as shown in the figure.
Step 3: Start learning process (=data regression)
1. Click on the 'Start training' button. It took about 70 seconds to repeats 30,000 cycles.
2. Click on the 'Recall' button.
3. The software filled the empty columns (Outpu1 and Output2) with numbers and you can check the predicted values. The 'Copy' button is available.
4. The regression result is shown in the below figure. It looks quite good.
Step 4: Predict new data set
1. Copy the following region of the training data set in the Excel document.
2. Click on the 'Prediction pattern' button in the 'Neural Network Configuration' window
3. Click on the 'Paste Input columns' button to paste data of clipboard to the table
4. Click on the 'Predict' button. It will complete the table as shown in the figure. You can check the predicted values.
5. The result is shown in the figure. It really works well.
New!! Watch YouTube video tutorial
- Click on the 'Normalize' button to show the pop-up window.
In the case of multiple input variable systems, Visual Gene Developer provides a useful function to test 2 or 3 input variables as a nice plot.
2-D plot for two-variable system
Ternary plot for three input variable system
'Data pre-processing' is performed if 'Run script' is checked.
Internally, Visual Gene Developer assigns initial values of all input variables and then executes the script code written in 'Data pre-processing'.
This function is useful when a certain input variable depends on other variables. For example, input 3 is the sum of input 1 and input 2.
To adjust the value of input 3, you can write code like,
|
Function Main() |
Visual Gene Developer provides a graphical visualization of a trained network for a user. You can check the color and width of a line or circle.
Lines represent weight factors and circles (node) mean threshold values.
Just double-click on a diagram in the 'Neural Network Configuration' window.
In the diagram, the red color corresponds to a high positive number and violet color means a high negative number. Line width is proportional to the absolute number of weight factor or threshold value.
o Regression analysis New update!
o More information about Neural network data format
You can save the data set table as a standard comma delimited text file. Our neural network (trained) data file is also easily accessible because it has a standard text file format. You can open sample files and check the content.
o How to use 'NeuralNet' class
Although Visual Gene Developer has a user-friendly neural network toolbox, a user may prefer using the 'NeuralNet' class to make customized analysis module. A user can use maximum 5 instances of NeuralNet including 'NeuralNet', 'NeuralNet2', 'NeuralNet3', 'NeuralNet4', and 'NeuralNet5'.
Example
1. Click on the 'Module Library' in the 'Tool' menu
2. Choose the 'Sample NeuralNet' item in the 'Module Library' window
3. Click on the 'Edit Module' button in the 'Module Library' window
4. Click on the 'Test run' button in the 'Module Editor' window. Check source code and explanation!
Source code
VBScript
Aisi Apni Dosti Hai - Aisa Dostana Mp3 Song __exclusive__
The phrase "Aisi Apni Dosti Hai Aisa Dostana" is a standout verse from the nostalgic track "Ek Raja Hai Ek Rani Hai" from the 2001 film Ek Rishtaa: The Bond of Love Song Review: A Tribute to Enduring Bonds
This track is a quintessential family anthem that celebrates the strength of relationships—not just romantic, but those of deep friendship and family. Vocal Performance Mohammed Aziz Anuradha Paudwal
, the song benefits from their seasoned, melodious chemistry. Aziz’s robust voice perfectly captures the "kingly" sentiment, while Paudwal adds a soft, devotional touch. Composition & Lyrics : Composed by the legendary duo Nadeem-Shravan with lyrics by
, the song follows a classic 90s/early 2000s Bollywood structure. It uses a steady, rhythmic beat that feels grand yet comforting. The specific verse about
(friendship) highlights a commitment to never break trust, making it a favorite for Friendship Day playlists. Thematic Depth
: While the song starts with "Ek Raja Hai Ek Rani Hai" (There is a King and a Queen), it quickly expands into a broader celebration of life's blessings, including parents and the "temple" of a home. Quick Facts Ek Rishtaa: The Bond of Love (2001) Mohammed Aziz , Anuradha Paudwal, Sarika Kapoor, and Milind Ingle Music Directors Nadeem-Shravan
: Amitabh Bachchan, Raakhee, Akshay Kumar, and Karisma Kapoor
: It’s an evergreen "feel-good" song that remains a staple for anyone looking to celebrate the "raja-rani" (king-queen) dynamic of a happy family or a rock-solid friendship. from this era to add to your playlist? Ek Raja Hai Ek Rani Hai Lyrics - Hindi Songs - Gaana
The song "Aisi Apni Dosti Hai Aisa Dostana" remains a timeless anthem for friends across generations. Whether you are looking to download the Mp3 version for a road trip or simply want to relive the nostalgia of classic Bollywood cinema, this track perfectly captures the essence of an unbreakable bond. The Legacy of the Song
"Aisi Apni Dosti Hai Aisa Dostana" hails from the 1978 film Dosti, a movie that centered entirely on the emotional and supportive relationship between two friends. While many Bollywood songs focus on romance, this track stands out by highlighting loyalty, sacrifice, and the joy of companionship.
The lyrics resonate because they describe a friendship that transcends material needs. It portrays a "dostana" (friendship) that serves as a shield against the world's hardships. Even decades after its release, the song is a staple at school reunions, farewells, and weddings. Why People Search for the Mp3 Version Aisi Apni Dosti Hai Aisa Dostana Mp3 Song
In the age of streaming, many still prefer having an Mp3 file of this classic on their devices. There are several reasons why this specific keyword trends:
Offline Listening: High-quality Mp3s allow you to listen without an internet connection, perfect for traveling.
Custom Ringtones: The catchy and emotional hook makes for a popular ringtone or alarm.
Video Edits: Many social media creators use the "Aisi Apni Dosti" Mp3 as background music for tribute videos and Instagram reels.
Audio Quality: True audiophiles seek out 320kbps versions to hear the crispness of the original instruments. Musical Composition and Singers
The magic of the song lies in its simplicity. Usually associated with the legendary Mohammed Rafi or Kishore Kumar era style of playback singing, the vocals bring a deep sense of sincerity to the words. The acoustic arrangements—often featuring the accordion or guitar—give it a rhythmic, upbeat feel that makes it easy to hum along to. Impact on Popular Culture
The phrase "Aisi Apni Dosti" has become a shorthand for "Best Friends Forever" (BFF) in the Hindi-speaking world. Whenever two people show immense loyalty to one another, this song is inevitably invoked. It’s not just a track; it’s a cultural touchstone that defines what it means to be a true friend in the face of adversity. How to Enjoy the Song Today
If you are searching for the "Aisi Apni Dosti Hai Aisa Dostana Mp3 Song," ensure you are using reputable platforms. You can find it on: Official streaming apps like Gaana, JioSaavn, or Spotify.
YouTube Music for the high-definition video-audio experience. Classic Bollywood compilation CDs or digital stores.
Listening to this song is a great way to remind yourself of the people who have stood by you. It reminds us that while trends change and movies come and go, a "Dostana" like this is forever. The phrase "Aisi Apni Dosti Hai Aisa Dostana"
The lyrics " Aisi Apni Dosti Hai Aisa Dostana " belong to the popular track "Ek Raja Hai Ek Rani Hai"
(also known as "Aur Kya Zindagani Hai") from the 2001 Bollywood family drama movie Ek Rishtaa: The Bond of Love
The song is a sentimental anthem celebrating family bonds and friendship, featuring a massive ensemble cast including Amitabh Bachchan Akshay Kumar Karisma Kapoor Juhi Chawla Song Overview Main Title: Ek Raja Hai Ek Rani Hai Featured Lyrics:
"Aisi Apni Dosti Hai Aisa Dostana, Yaad Rakhega Humko Sara Zamana"
Mohammed Aziz, Anuradha Paudwal, Sarika Kapoor, and Milind Ingle Music Directors: Nadeem-Shravan Why It’s a Classic
The track is widely loved for its portrayal of unconditional love within a family. While the "Dostana" lines highlight friendship, the song also includes touching verses about the sacred bond between parents and children, such as "Aise maa baap naseebon se mila karte hain" (Such parents are found only by good fortune). Where to Listen & Download
You can find the official audio and lyrics on platforms like or watch the full lyrical video on the Tips Official YouTube Channel
Note: You may also encounter a similar-sounding title, "Aisi Apni Jodi Aisa Apna Pyar," from the 1988 film Ram Avataar
, but the specific "Dostana" lyrics are unique to the Ek Rishtaa track. full lyrics in Hindi or English to share with your friends?
How to Download the “Aisi Apni Dosti Hai Aisa Dostana” MP3 Safely
Given the high search volume for free downloads, it is crucial to discuss safe and legal methods. Many websites offer free MP3 downloads, but they often come with risks of malware, spam, or copyright infringement. Opening: A triumphant burst of trumpets and a
1. Musical Composition (Laxmikant-Pyarelal at their peak)
The composition is a masterclass in festive, rhythmic structuring.
- Opening: A triumphant burst of trumpets and a dholak beat that immediately signals celebration. The prelude is short but impactful, designed to grab attention instantly.
- Rhythm & Tempo: The song uses a fast-paced 8-beat cycle (Keherwa or similar folk rhythm), giving it a galloping, unstoppable energy. The tempo is ideal for group dancing and lip-sync performances.
- Instrumentation: Classic late-80s Bollywood: heavy use of synth pads, rhythmic guitars, punchy brass sections, and the ever-present dholak. The antara (verse) features a playful interplay between the melody and a recurring whistle effect, evoking a street-carnival vibe.
- Hook Line: The title phrase "Aisi apni dosti hai, aisa dostana" is repeated with a rising inflection, making it incredibly catchy. It doesn't rely on complex notes but on rhythmic chanting, which ensures mass appeal.
Verdict on Music: 9/10 – Timeless, energetic, and purpose-built for group bonding moments.
4. Cultural Impact & "MP3 Song" Phenomenon
The phrase "Aisi Apni Dosti Hai Aisa Dostana Mp3 Song" is a telling search term. It reveals:
- Nostalgia-Driven Downloads: In the 2000s–2010s, this song became a staple on friendship day mix CDs, Bluetooth sharing, and early MP3 blogs. It wasn't a critical favorite but a functional anthem for school/college friendship videos.
- Bhangra & Wedding Circuit: The song remains popular in Indian weddings and gymkhanas for group dances. Its simple steps (hand-claps, shoulder-shakes) require no choreography.
- Comparison to Other Friendship Songs: It lacks the emotional depth of "Yaari Hai Imaan Mera" or the philosophical weight of "Zindagi Maut Na Ban Jaye" (from Safar). Instead, it sits alongside "Tere Jaisa Yaar Kahan" as a purely celebratory, low-stakes friendship track.
The Confusion with "Dostana" (2008)
It is impossible to write this article without addressing the SEO confusion surrounding the word "Dostana." The 2008 film Dostana was a blockbuster comedy about two boys pretending to be a couple to rent an apartment. While that film had chart-topping music by Vishal-Shekhar, it did not contain the phrase "Aisi Apni Dosti Hai."
However, because "Dostana" means "friendship," and the older song is about friendship, Google and other search engines often blend the results. If you download an Mp3 labeled "Aisi Apni Dosti Hai – Dostana 2008," you are downloading a fake or a remix mashup. The authentic track predates the 2008 film by 22 years.
Finding the Song Today
If you are looking to listen to this masterpiece, you have plenty of options beyond just downloading an MP3. The song is widely available on major streaming platforms like Spotify, Apple Music, YouTube Music, and Amazon Music. For those who prefer the visual experience, the original video on YouTube showcases the charismatic chemistry between Amitabh Bachchan and Shatrughan Sinha, adding a visual layer to the audio experience.
Aisi Apni Dosti Hai Aisa Dostana Mp3 Song: The Anthem of True Friendship
In the digital age of music streaming, few songs capture the raw, unfiltered emotion of friendship quite like the track associated with the lyrics “Aisi Apni Dosti Hai Aisa Dostana.” For millions of listeners across India and the global diaspora, this song has become more than just a collection of notes and words—it is an anthem. It is a celebration of bonds that survive time, distance, and hardship.
If you have been searching for the “Aisi Apni Dosti Hai Aisa Dostana Mp3 Song,” you are likely looking to download this heartwarming melody for a road trip with friends, a school reunion, or simply to dedicate it to your best friend. This article explores everything you need to know about the song: its origin, lyrical meaning, cultural significance, and the safest ways to download the MP3 file.
Option 3: Dedicated MP3 Websites (Proceed with Caution)
Websites like Pagalworld, Mr-Jatt, or DjPunjab often host this song. However, they are notorious for pop-up ads and potential viruses. If you must use them, ensure you have a robust antivirus and ad-blocker enabled.
Pro Tip for Exact Search: When typing the keyword into a search engine, use quotation marks: "Aisi Apni Dosti Hai Aisa Dostana" mp3 download. This tells Google to look for that exact phrase, filtering out irrelevant movie songs.
5. The 'Return message' shows a result. It's the same value as shown in the previous prediction date table.
